diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/best.pt b/vjepa/inflated/d003_lora_ema_capilvd1689m/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..1bfdedd09cda3d89113f6c109c97bb402b3bbaca --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:41461fe488c16c640a57eb52a18130dea1556588c08944b13b46ab941914569a +size 2577727345 diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/git-info.txt b/vjepa/inflated/d003_lora_ema_capilvd1689m/git-info.txt new file mode 100644 index 0000000000000000000000000000000000000000..aabd9c3526d51ef9cf85c5a5665237ed58388a2e --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/git-info.txt @@ -0,0 +1,2 @@ +branch: main +commit: 3736c05d8720ac2e94ea9c532b582a5c6706c923 diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_0_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_0_log.err new file mode 100644 index 0000000000000000000000000000000000000000..ff4973b9f966243e53278803f257edc2d1512151 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_0_log.err @@ -0,0 +1,113 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +[rank0]:[W509 17:03:27.368187417 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +wandb: Currently logged in as: dgcnz (uvjepa) to https://api.wandb.ai. Use `wandb login --relogin` to force relogin +wandb: setting up run s7pbl9w1 +wandb: Tracking run with wandb version 0.23.1 +wandb: Run data is saved locally in /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/wandb/run-20260509_170336-s7pbl9w1 +wandb: Run `wandb offline` to turn off syncing. +wandb: Syncing run d003_lora_ema_capilvd1689m +wandb: ⭐️ View project at https://wandb.ai/uvjepa/vjepa_ablation +wandb: 🚀 View run at https://wandb.ai/uvjepa/vjepa_ablation/runs/s7pbl9w1 +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,236) - Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +srun: Job step aborted: Waiting up to 32 seconds for job step to finish. +submitit WARNING (2026-05-10 04:55:29,468) - Bypassing signal SIGCONT +[2026-05-10T04:55:29.469] error: *** JOB 22606429 ON gcn74 CANCELLED AT 2026-05-10T04:55:29 DUE TO JOB REQUEUE *** +[2026-05-10T04:55:29.469] error: *** STEP 22606429.0 ON gcn74 CANCELLED AT 2026-05-10T04:55:29 DUE TO JOB REQUEUE *** +submitit WARNING (2026-05-10 04:55:29,470) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,472) - Bypassing signal SIGTERM +[rank0]:[W510 04:55:32.117177654 ProcessGroupNCCL.cpp:1553] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator()) +[2026-05-10T04:55:45.027] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T04:56:03.030] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:03.032] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +[2026-05-10T04:56:04.669] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T04:56:06.654] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:06.656] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +[2026-05-10T04:56:06.795] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:06.795] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +[rank0]:[W510 05:04:28.354215764 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +wandb: Currently logged in as: dgcnz (uvjepa) to https://api.wandb.ai. Use `wandb login --relogin` to force relogin +wandb: setting up run s7pbl9w1 +wandb: Tracking run with wandb version 0.23.1 +wandb: Run data is saved locally in /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/wandb/run-20260510_050433-s7pbl9w1 +wandb: Run `wandb offline` to turn off syncing. +wandb: Resuming run d003_lora_ema_capilvd1689m +wandb: ⭐️ View project at https://wandb.ai/uvjepa/vjepa_ablation +wandb: 🚀 View run at https://wandb.ai/uvjepa/vjepa_ablation/runs/s7pbl9w1 +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +wandb: WARNING Tried to log to step 9900 that is less than the current step 9981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +wandb: WARNING Tried to log to step 9910 that is less than the current step 9981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +wandb: WARNING Tried to log to step 9920 that is less than the current step 9981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +wandb: WARNING Tried to log to step 9930 that is less than the current step 9981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +wandb: WARNING Tried to log to step 9940 that is less than the current step 9981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +wandb: WARNING Tried to log to step 9950 that is less than the current step 9981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +wandb: WARNING Tried to log to step 9960 that is less than the current step 9981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +wandb: WARNING Tried to log to step 9970 that is less than the current step 9981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +wandb: WARNING Tried to log to step 9980 that is less than the current step 9981. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. + return func(*args, **kwargs) +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +srun: Job step aborted: Waiting up to 32 seconds for job step to finish. +[2026-05-10T09:26:30.522] error: *** JOB 22606429 ON gcn74 CANCELLED AT 2026-05-10T09:26:30 DUE to SIGNAL Terminated *** +[2026-05-10T09:26:30.522] error: *** STEP 22606429.0 ON gcn74 CANCELLED AT 2026-05-10T09:26:30 DUE to SIGNAL Terminated *** +submitit WARNING (2026-05-10 09:26:31,185) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,187) - Bypassing signal SIGCONT +[2026-05-10T09:27:04.137] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:04.137] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:05.775] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T09:27:09.432] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:09.432] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:09.572] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:09.572] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:09.611] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:09.611] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_0_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_0_log.out new file mode 100644 index 0000000000000000000000000000000000000000..b378a8d975266a8eb57249f4d4814bfd759099c9 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_0_log.out @@ -0,0 +1,2415 @@ +submitit INFO (2026-05-09 16:57:36,581) - Starting with JobEnvironment(job_id=22606429, hostname=gcn74.local.snellius.surf.nl, local_rank=0(4), node=0(4), global_rank=0(16)) +submitit INFO (2026-05-09 16:57:36,581) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:59:28][app.vjepa.train ][main ] Initialized (rank/world-size) 0/16, tasks_per_node=4 +[INFO ][2026-05-09 16:59:28][root ][stage_datasets ] [local_rank 0/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:59:28][root ][_stage_targz_parts ] [rank 0] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:42][root ][_stage_targz_parts ] [local_rank 0] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:56][root ][_stage_targz_parts ] [local_rank 0] Extracted 4/26 parts +[INFO ][2026-05-09 17:00:10][root ][_stage_targz_parts ] [local_rank 0] Extracted 6/26 parts +[INFO ][2026-05-09 17:00:24][root ][_stage_targz_parts ] [local_rank 0] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:38][root ][_stage_targz_parts ] [local_rank 0] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:53][root ][_stage_targz_parts ] [local_rank 0] Extracted 12/26 parts +[INFO ][2026-05-09 17:01:07][root ][_stage_targz_parts ] [local_rank 0] Extracted 14/26 parts +[INFO ][2026-05-09 17:01:21][root ][_stage_targz_parts ] [local_rank 0] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:36][root ][_stage_targz_parts ] [local_rank 0] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:50][root ][_stage_targz_parts ] [local_rank 0] Extracted 20/26 parts +[INFO ][2026-05-09 17:02:04][root ][_stage_targz_parts ] [local_rank 0] Extracted 22/26 parts +[INFO ][2026-05-09 17:02:18][root ][_stage_targz_parts ] [local_rank 0] Extracted 24/26 parts +[INFO ][2026-05-09 17:02:32][root ][_stage_targz_parts ] [local_rank 0] Extracted 26/26 parts +[INFO ][2026-05-09 17:02:32][root ][stage_datasets ] [local_rank 0/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:02:32][root ][_stage_multipart_tar ] [rank 0] Extracting multipart tar (2 files) to /scratch-node/dcanez.22606429/ssv2 +[INFO ][2026-05-09 17:03:30][root ][stage_datasets ] Data staging completed in 242.3s (4.0min) +[INFO ][2026-05-09 17:03:30][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/kinetics_240/train.csv (239789 entries) +[INFO ][2026-05-09 17:03:31][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/ssv2/train.csv (168913 entries) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:43][app.vjepa.train ][main ] Initialized wandb run: d003_lora_ema_capilvd1689m (id=s7pbl9w1) +[INFO ][2026-05-09 17:05:15][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:05:19][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:05:19][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:05:20][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:05:21][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:05:22][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:05:23][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:05:23][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:05:23][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:05:23][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 0 / 16 +[INFO ][2026-05-09 17:05:23][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:05:24][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:05:25][app.vjepa.train ][main ] Wrapping models in DDP (rank 0)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +[INFO ][2026-05-09 17:06:01][app.vjepa.train ][main ] Epoch 1 +[INFO ][2026-05-09 17:06:45][app.vjepa.train ][log_stats ] [1, 0] loss: 0.784 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.00e-04] [mem: 2.98e+04] [iter: 10262.6 ms] [gpu: 9862.6 ms] [data: 389.2 ms] +[INFO ][2026-05-09 17:07:26][app.vjepa.train ][log_stats ] [1, 10] loss: 0.721 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.01e-04] [mem: 3.20e+04] [iter: 4625.7 ms] [gpu: 4579.1 ms] [data: 35.7 ms] +[INFO ][2026-05-09 17:08:06][app.vjepa.train ][log_stats ] [1, 20] loss: 0.704 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.03e-04] [mem: 3.20e+04] [iter: 4344.4 ms] [gpu: 4314.6 ms] [data: 18.8 ms] +[INFO ][2026-05-09 17:08:48][app.vjepa.train ][log_stats ] [1, 30] loss: 0.696 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.04e-04] [mem: 3.20e+04] [iter: 4278.8 ms] [gpu: 4254.9 ms] [data: 12.9 ms] +[INFO ][2026-05-09 17:09:27][app.vjepa.train ][log_stats ] [1, 40] loss: 0.690 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.05e-04] [mem: 3.20e+04] [iter: 4189.0 ms] [gpu: 4168.1 ms] [data: 9.9 ms] +[INFO ][2026-05-09 17:10:06][app.vjepa.train ][log_stats ] [1, 50] loss: 0.687 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.07e-04] [mem: 3.20e+04] [iter: 4137.7 ms] [gpu: 4118.7 ms] [data: 8.0 ms] +[INFO ][2026-05-09 17:10:46][app.vjepa.train ][log_stats ] [1, 60] loss: 0.684 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.08e-04] [mem: 3.20e+04] [iter: 4108.8 ms] [gpu: 4091.0 ms] [data: 6.8 ms] +[INFO ][2026-05-09 17:11:25][app.vjepa.train ][log_stats ] [1, 70] loss: 0.683 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.09e-04] [mem: 3.20e+04] [iter: 4082.6 ms] [gpu: 4065.8 ms] [data: 5.9 ms] +[INFO ][2026-05-09 17:12:05][app.vjepa.train ][log_stats ] [1, 80] loss: 0.681 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.11e-04] [mem: 3.20e+04] [iter: 4075.7 ms] [gpu: 4059.5 ms] [data: 5.2 ms] +[INFO ][2026-05-09 17:12:45][app.vjepa.train ][log_stats ] [1, 90] loss: 0.680 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.12e-04] [mem: 3.20e+04] [iter: 4056.9 ms] [gpu: 4041.2 ms] [data: 4.6 ms] +[INFO ][2026-05-09 17:13:24][app.vjepa.train ][log_stats ] [1, 100] loss: 0.679 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.13e-04] [mem: 3.20e+04] [iter: 4041.8 ms] [gpu: 4026.6 ms] [data: 4.2 ms] +[INFO ][2026-05-09 17:14:03][app.vjepa.train ][log_stats ] [1, 110] loss: 0.678 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.15e-04] [mem: 3.20e+04] [iter: 4032.3 ms] [gpu: 4017.4 ms] [data: 3.9 ms] +[INFO ][2026-05-09 17:14:42][app.vjepa.train ][log_stats ] [1, 120] loss: 0.678 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.16e-04] [mem: 3.20e+04] [iter: 4022.3 ms] [gpu: 4007.7 ms] [data: 3.6 ms] +[INFO ][2026-05-09 17:15:23][app.vjepa.train ][log_stats ] [1, 130] loss: 0.677 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.17e-04] [mem: 3.20e+04] [iter: 4026.2 ms] [gpu: 4011.8 ms] [data: 3.3 ms] +[INFO ][2026-05-09 17:16:03][app.vjepa.train ][log_stats ] [1, 140] loss: 0.676 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.19e-04] [mem: 3.20e+04] [iter: 4023.5 ms] [gpu: 4009.3 ms] [data: 3.1 ms] +[INFO ][2026-05-09 17:16:43][app.vjepa.train ][log_stats ] [1, 150] loss: 0.676 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.20e-04] [mem: 3.20e+04] [iter: 4027.0 ms] [gpu: 4013.1 ms] [data: 2.9 ms] +[INFO ][2026-05-09 17:17:24][app.vjepa.train ][log_stats ] [1, 160] loss: 0.675 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.21e-04] [mem: 3.20e+04] [iter: 4022.3 ms] [gpu: 4008.5 ms] [data: 2.8 ms] +[INFO ][2026-05-09 17:18:06][app.vjepa.train ][log_stats ] [1, 170] loss: 0.675 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.23e-04] [mem: 3.20e+04] [iter: 4031.3 ms] [gpu: 4017.7 ms] [data: 2.6 ms] +[INFO ][2026-05-09 17:18:47][app.vjepa.train ][log_stats ] [1, 180] loss: 0.674 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.24e-04] [mem: 3.20e+04] [iter: 4038.2 ms] [gpu: 4024.7 ms] [data: 2.5 ms] +[INFO ][2026-05-09 17:19:26][app.vjepa.train ][log_stats ] [1, 190] loss: 0.673 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.25e-04] [mem: 3.20e+04] [iter: 4028.7 ms] [gpu: 4015.3 ms] [data: 2.4 ms] +[INFO ][2026-05-09 17:20:05][app.vjepa.train ][log_stats ] [1, 200] loss: 0.672 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.27e-04] [mem: 3.21e+04] [iter: 4023.8 ms] [gpu: 4010.5 ms] [data: 2.3 ms] +[INFO ][2026-05-09 17:20:44][app.vjepa.train ][log_stats ] [1, 210] loss: 0.672 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.28e-04] [mem: 3.21e+04] [iter: 4018.2 ms] [gpu: 4005.0 ms] [data: 2.2 ms] +[INFO ][2026-05-09 17:21:23][app.vjepa.train ][log_stats ] [1, 220] loss: 0.671 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.29e-04] [mem: 3.21e+04] [iter: 4013.7 ms] [gpu: 4000.5 ms] [data: 2.1 ms] +[INFO ][2026-05-09 17:22:02][app.vjepa.train ][log_stats ] [1, 230] loss: 0.670 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.31e-04] [mem: 3.21e+04] [iter: 4005.3 ms] [gpu: 3992.2 ms] [data: 2.0 ms] +[INFO ][2026-05-09 17:22:43][app.vjepa.train ][log_stats ] [1, 240] loss: 0.669 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.32e-04] [mem: 3.21e+04] [iter: 4009.5 ms] [gpu: 3996.6 ms] [data: 2.0 ms] +[INFO ][2026-05-09 17:23:22][app.vjepa.train ][log_stats ] [1, 250] loss: 0.668 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.33e-04] [mem: 3.21e+04] [iter: 4004.7 ms] [gpu: 3991.8 ms] [data: 1.9 ms] +[INFO ][2026-05-09 17:24:03][app.vjepa.train ][log_stats ] [1, 260] loss: 0.668 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.35e-04] [mem: 3.21e+04] [iter: 4010.2 ms] [gpu: 3997.3 ms] [data: 1.9 ms] +[INFO ][2026-05-09 17:24:42][app.vjepa.train ][log_stats ] [1, 270] loss: 0.667 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.36e-04] [mem: 3.21e+04] [iter: 4006.8 ms] [gpu: 3994.0 ms] [data: 1.8 ms] +[INFO ][2026-05-09 17:25:21][app.vjepa.train ][log_stats ] [1, 280] loss: 0.666 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.37e-04] [mem: 3.21e+04] [iter: 4003.2 ms] [gpu: 3990.4 ms] [data: 1.7 ms] +[INFO ][2026-05-09 17:26:02][app.vjepa.train ][log_stats ] [1, 290] loss: 0.665 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.39e-04] [mem: 3.21e+04] [iter: 4005.4 ms] [gpu: 3992.7 ms] [data: 1.7 ms] +[INFO ][2026-05-09 17:26:37][app.vjepa.train ][log_stats ] [1, 299] loss: 0.664 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.40e-04] [mem: 3.21e+04] [iter: 4002.6 ms] [gpu: 3989.9 ms] [data: 1.7 ms] +[INFO ][2026-05-09 17:26:37][app.vjepa.train ][main ] avg. loss 0.664 +[INFO ][2026-05-09 17:26:41][app.vjepa.train ][main ] Epoch 2 +[INFO ][2026-05-09 17:27:27][app.vjepa.train ][log_stats ] [2, 0] loss: 0.643 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.40e-04] [mem: 3.21e+04] [iter: 7280.1 ms] [gpu: 4373.7 ms] [data: 2895.4 ms] +[INFO ][2026-05-09 17:28:08][app.vjepa.train ][log_stats ] [2, 10] loss: 0.641 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.41e-04] [mem: 3.21e+04] [iter: 4363.7 ms] [gpu: 4089.2 ms] [data: 263.5 ms] +[INFO ][2026-05-09 17:28:48][app.vjepa.train ][log_stats ] [2, 20] loss: 0.641 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.43e-04] [mem: 3.21e+04] [iter: 4197.2 ms] [gpu: 4048.0 ms] [data: 138.2 ms] +[INFO ][2026-05-09 17:29:27][app.vjepa.train ][log_stats ] [2, 30] loss: 0.640 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.44e-04] [mem: 3.21e+04] [iter: 4110.5 ms] [gpu: 4005.7 ms] [data: 93.7 ms] +[INFO ][2026-05-09 17:30:07][app.vjepa.train ][log_stats ] [2, 40] loss: 0.640 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.45e-04] [mem: 3.21e+04] [iter: 4082.3 ms] [gpu: 4000.3 ms] [data: 71.0 ms] +[INFO ][2026-05-09 17:30:48][app.vjepa.train ][log_stats ] [2, 50] loss: 0.639 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.47e-04] [mem: 3.21e+04] [iter: 4062.9 ms] [gpu: 3994.7 ms] [data: 57.1 ms] +[INFO ][2026-05-09 17:31:30][app.vjepa.train ][log_stats ] [2, 60] loss: 0.639 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.48e-04] [mem: 3.21e+04] [iter: 4054.5 ms] [gpu: 3995.7 ms] [data: 47.8 ms] +[INFO ][2026-05-09 17:32:09][app.vjepa.train ][log_stats ] [2, 70] loss: 0.638 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.49e-04] [mem: 3.21e+04] [iter: 4036.4 ms] [gpu: 3984.2 ms] [data: 41.1 ms] +[INFO ][2026-05-09 17:32:49][app.vjepa.train ][log_stats ] [2, 80] loss: 0.638 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.51e-04] [mem: 3.21e+04] [iter: 4027.3 ms] [gpu: 3980.2 ms] [data: 36.1 ms] +[INFO ][2026-05-09 17:33:27][app.vjepa.train ][log_stats ] [2, 90] loss: 0.637 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.52e-04] [mem: 3.21e+04] [iter: 4003.5 ms] [gpu: 3960.3 ms] [data: 32.2 ms] +[INFO ][2026-05-09 17:34:06][app.vjepa.train ][log_stats ] [2, 100] loss: 0.637 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.53e-04] [mem: 3.21e+04] [iter: 3989.8 ms] [gpu: 3949.8 ms] [data: 29.0 ms] +[INFO ][2026-05-09 17:34:45][app.vjepa.train ][log_stats ] [2, 110] loss: 0.636 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.55e-04] [mem: 3.21e+04] [iter: 3988.6 ms] [gpu: 3951.1 ms] [data: 26.5 ms] +[INFO ][2026-05-09 17:35:24][app.vjepa.train ][log_stats ] [2, 120] loss: 0.636 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.56e-04] [mem: 3.21e+04] [iter: 3979.4 ms] [gpu: 3944.1 ms] [data: 24.3 ms] +[INFO ][2026-05-09 17:36:04][app.vjepa.train ][log_stats ] [2, 130] loss: 0.636 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.57e-04] [mem: 3.21e+04] [iter: 3980.4 ms] [gpu: 3946.9 ms] [data: 22.5 ms] +[INFO ][2026-05-09 17:36:44][app.vjepa.train ][log_stats ] [2, 140] loss: 0.635 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.59e-04] [mem: 3.21e+04] [iter: 3983.7 ms] [gpu: 3951.8 ms] [data: 20.9 ms] +[INFO ][2026-05-09 17:37:24][app.vjepa.train ][log_stats ] [2, 150] loss: 0.635 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.60e-04] [mem: 3.21e+04] [iter: 3979.9 ms] [gpu: 3949.4 ms] [data: 19.5 ms] +[INFO ][2026-05-09 17:38:03][app.vjepa.train ][log_stats ] [2, 160] loss: 0.634 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.61e-04] [mem: 3.22e+04] [iter: 3977.5 ms] [gpu: 3948.1 ms] [data: 18.4 ms] +[INFO ][2026-05-09 17:38:42][app.vjepa.train ][log_stats ] [2, 170] loss: 0.634 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.63e-04] [mem: 3.22e+04] [iter: 3972.1 ms] [gpu: 3943.8 ms] [data: 17.3 ms] +[INFO ][2026-05-09 17:39:21][app.vjepa.train ][log_stats ] [2, 180] loss: 0.634 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.64e-04] [mem: 3.22e+04] [iter: 3968.1 ms] [gpu: 3940.7 ms] [data: 16.4 ms] +[INFO ][2026-05-09 17:40:00][app.vjepa.train ][log_stats ] [2, 190] loss: 0.633 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.65e-04] [mem: 3.22e+04] [iter: 3962.3 ms] [gpu: 3935.8 ms] [data: 15.5 ms] +[INFO ][2026-05-09 17:40:40][app.vjepa.train ][log_stats ] [2, 200] loss: 0.633 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.67e-04] [mem: 3.22e+04] [iter: 3968.3 ms] [gpu: 3942.5 ms] [data: 14.8 ms] +[INFO ][2026-05-09 17:41:20][app.vjepa.train ][log_stats ] [2, 210] loss: 0.633 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.68e-04] [mem: 3.22e+04] [iter: 3965.7 ms] [gpu: 3940.6 ms] [data: 14.1 ms] +[INFO ][2026-05-09 17:41:59][app.vjepa.train ][log_stats ] [2, 220] loss: 0.632 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.69e-04] [mem: 3.22e+04] [iter: 3964.5 ms] [gpu: 3940.0 ms] [data: 13.5 ms] +[INFO ][2026-05-09 17:42:39][app.vjepa.train ][log_stats ] [2, 230] loss: 0.632 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.71e-04] [mem: 3.22e+04] [iter: 3965.2 ms] [gpu: 3941.3 ms] [data: 12.9 ms] +[INFO ][2026-05-09 17:43:18][app.vjepa.train ][log_stats ] [2, 240] loss: 0.632 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.72e-04] [mem: 3.22e+04] [iter: 3961.8 ms] [gpu: 3938.4 ms] [data: 12.4 ms] +[INFO ][2026-05-09 17:43:58][app.vjepa.train ][log_stats ] [2, 250] loss: 0.631 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.73e-04] [mem: 3.22e+04] [iter: 3963.5 ms] [gpu: 3940.6 ms] [data: 11.9 ms] +[INFO ][2026-05-09 17:44:37][app.vjepa.train ][log_stats ] [2, 260] loss: 0.631 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.75e-04] [mem: 3.22e+04] [iter: 3958.5 ms] [gpu: 3936.0 ms] [data: 11.5 ms] +[INFO ][2026-05-09 17:45:16][app.vjepa.train ][log_stats ] [2, 270] loss: 0.631 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.76e-04] [mem: 3.22e+04] [iter: 3957.3 ms] [gpu: 3935.2 ms] [data: 11.1 ms] +[INFO ][2026-05-09 17:45:55][app.vjepa.train ][log_stats ] [2, 280] loss: 0.630 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.77e-04] [mem: 3.22e+04] [iter: 3956.9 ms] [gpu: 3935.3 ms] [data: 10.7 ms] +[INFO ][2026-05-09 17:46:37][app.vjepa.train ][log_stats ] [2, 290] loss: 0.630 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.79e-04] [mem: 3.22e+04] [iter: 3963.8 ms] [gpu: 3942.5 ms] [data: 10.3 ms] +[INFO ][2026-05-09 17:47:12][app.vjepa.train ][log_stats ] [2, 299] loss: 0.629 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.80e-04] [mem: 3.22e+04] [iter: 3960.7 ms] [gpu: 3939.7 ms] [data: 10.0 ms] +[INFO ][2026-05-09 17:47:12][app.vjepa.train ][main ] avg. loss 0.629 +[INFO ][2026-05-09 17:47:16][app.vjepa.train ][main ] Epoch 3 +[INFO ][2026-05-09 17:47:54][app.vjepa.train ][log_stats ] [3, 0] loss: 0.617 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.80e-04] [mem: 3.22e+04] [iter: 6948.2 ms] [gpu: 4486.5 ms] [data: 2450.7 ms] +[INFO ][2026-05-09 17:48:36][app.vjepa.train ][log_stats ] [3, 10] loss: 0.618 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.81e-04] [mem: 3.22e+04] [iter: 4461.4 ms] [gpu: 4227.3 ms] [data: 223.1 ms] +[INFO ][2026-05-09 17:49:18][app.vjepa.train ][log_stats ] [3, 20] loss: 0.618 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.83e-04] [mem: 3.22e+04] [iter: 4308.2 ms] [gpu: 4180.2 ms] [data: 117.0 ms] +[INFO ][2026-05-09 17:49:57][app.vjepa.train ][log_stats ] [3, 30] loss: 0.619 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.84e-04] [mem: 3.22e+04] [iter: 4179.6 ms] [gpu: 4089.2 ms] [data: 79.4 ms] +[INFO ][2026-05-09 17:50:37][app.vjepa.train ][log_stats ] [3, 40] loss: 0.618 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.85e-04] [mem: 3.22e+04] [iter: 4150.6 ms] [gpu: 4079.5 ms] [data: 60.1 ms] +[INFO ][2026-05-09 17:51:17][app.vjepa.train ][log_stats ] [3, 50] loss: 0.618 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.87e-04] [mem: 3.22e+04] [iter: 4119.9 ms] [gpu: 4060.5 ms] [data: 48.4 ms] +[INFO ][2026-05-09 17:51:55][app.vjepa.train ][log_stats ] [3, 60] loss: 0.618 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.88e-04] [mem: 3.22e+04] [iter: 4066.4 ms] [gpu: 4014.8 ms] [data: 40.5 ms] +[INFO ][2026-05-09 17:52:34][app.vjepa.train ][log_stats ] [3, 70] loss: 0.617 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.89e-04] [mem: 3.22e+04] [iter: 4043.3 ms] [gpu: 3997.4 ms] [data: 34.9 ms] +[INFO ][2026-05-09 17:53:13][app.vjepa.train ][log_stats ] [3, 80] loss: 0.617 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.91e-04] [mem: 3.22e+04] [iter: 4019.6 ms] [gpu: 3978.0 ms] [data: 30.6 ms] +[INFO ][2026-05-09 17:53:53][app.vjepa.train ][log_stats ] [3, 90] loss: 0.617 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.92e-04] [mem: 3.22e+04] [iter: 4014.4 ms] [gpu: 3976.1 ms] [data: 27.3 ms] +[INFO ][2026-05-09 17:54:31][app.vjepa.train ][log_stats ] [3, 100] loss: 0.617 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.93e-04] [mem: 3.22e+04] [iter: 3993.1 ms] [gpu: 3957.5 ms] [data: 24.6 ms] +[INFO ][2026-05-09 17:55:10][app.vjepa.train ][log_stats ] [3, 110] loss: 0.616 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.95e-04] [mem: 3.22e+04] [iter: 3990.7 ms] [gpu: 3957.3 ms] [data: 22.4 ms] +[INFO ][2026-05-09 17:55:49][app.vjepa.train ][log_stats ] [3, 120] loss: 0.616 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.96e-04] [mem: 3.22e+04] [iter: 3982.8 ms] [gpu: 3951.2 ms] [data: 20.6 ms] +[INFO ][2026-05-09 17:56:28][app.vjepa.train ][log_stats ] [3, 130] loss: 0.616 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.97e-04] [mem: 3.22e+04] [iter: 3975.8 ms] [gpu: 3945.7 ms] [data: 19.1 ms] +[INFO ][2026-05-09 17:57:07][app.vjepa.train ][log_stats ] [3, 140] loss: 0.615 masks: [16: 1.0] [wd: 4.00e-02] [lr: 1.99e-04] [mem: 3.22e+04] [iter: 3963.8 ms] [gpu: 3935.0 ms] [data: 17.7 ms] +[INFO ][2026-05-09 17:57:45][app.vjepa.train ][log_stats ] [3, 150] loss: 0.615 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.00e-04] [mem: 3.22e+04] [iter: 3955.2 ms] [gpu: 3927.5 ms] [data: 16.6 ms] +[INFO ][2026-05-09 17:58:23][app.vjepa.train ][log_stats ] [3, 160] loss: 0.615 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.01e-04] [mem: 3.22e+04] [iter: 3945.1 ms] [gpu: 3918.5 ms] [data: 15.6 ms] +[INFO ][2026-05-09 17:59:03][app.vjepa.train ][log_stats ] [3, 170] loss: 0.614 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.03e-04] [mem: 3.22e+04] [iter: 3951.0 ms] [gpu: 3925.3 ms] [data: 14.7 ms] +[INFO ][2026-05-09 17:59:45][app.vjepa.train ][log_stats ] [3, 180] loss: 0.614 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.04e-04] [mem: 3.22e+04] [iter: 3963.5 ms] [gpu: 3938.5 ms] [data: 13.9 ms] +[INFO ][2026-05-09 18:00:24][app.vjepa.train ][log_stats ] [3, 190] loss: 0.614 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.05e-04] [mem: 3.22e+04] [iter: 3958.6 ms] [gpu: 3934.4 ms] [data: 13.2 ms] +[INFO ][2026-05-09 18:01:04][app.vjepa.train ][log_stats ] [3, 200] loss: 0.613 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.07e-04] [mem: 3.22e+04] [iter: 3960.4 ms] [gpu: 3936.9 ms] [data: 12.6 ms] +[INFO ][2026-05-09 18:01:43][app.vjepa.train ][log_stats ] [3, 210] loss: 0.613 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.08e-04] [mem: 3.22e+04] [iter: 3959.6 ms] [gpu: 3936.6 ms] [data: 12.0 ms] +[INFO ][2026-05-09 18:02:23][app.vjepa.train ][log_stats ] [3, 220] loss: 0.613 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.09e-04] [mem: 3.22e+04] [iter: 3959.3 ms] [gpu: 3936.9 ms] [data: 11.5 ms] +[INFO ][2026-05-09 18:03:03][app.vjepa.train ][log_stats ] [3, 230] loss: 0.613 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.11e-04] [mem: 3.22e+04] [iter: 3959.7 ms] [gpu: 3937.7 ms] [data: 11.0 ms] +[INFO ][2026-05-09 18:03:41][app.vjepa.train ][log_stats ] [3, 240] loss: 0.612 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.12e-04] [mem: 3.22e+04] [iter: 3955.0 ms] [gpu: 3933.5 ms] [data: 10.5 ms] +[INFO ][2026-05-09 18:04:20][app.vjepa.train ][log_stats ] [3, 250] loss: 0.612 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.13e-04] [mem: 3.22e+04] [iter: 3954.1 ms] [gpu: 3933.0 ms] [data: 10.1 ms] +[INFO ][2026-05-09 18:05:01][app.vjepa.train ][log_stats ] [3, 260] loss: 0.612 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.15e-04] [mem: 3.22e+04] [iter: 3957.3 ms] [gpu: 3936.5 ms] [data: 9.8 ms] +[INFO ][2026-05-09 18:05:40][app.vjepa.train ][log_stats ] [3, 270] loss: 0.612 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.16e-04] [mem: 3.22e+04] [iter: 3955.3 ms] [gpu: 3934.9 ms] [data: 9.4 ms] +[INFO ][2026-05-09 18:06:19][app.vjepa.train ][log_stats ] [3, 280] loss: 0.611 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.17e-04] [mem: 3.22e+04] [iter: 3952.1 ms] [gpu: 3932.0 ms] [data: 9.1 ms] +[INFO ][2026-05-09 18:06:58][app.vjepa.train ][log_stats ] [3, 290] loss: 0.611 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.19e-04] [mem: 3.22e+04] [iter: 3952.2 ms] [gpu: 3932.4 ms] [data: 8.8 ms] +[INFO ][2026-05-09 18:07:34][app.vjepa.train ][log_stats ] [3, 299] loss: 0.611 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.20e-04] [mem: 3.22e+04] [iter: 3950.9 ms] [gpu: 3931.3 ms] [data: 8.5 ms] +[INFO ][2026-05-09 18:07:34][app.vjepa.train ][main ] avg. loss 0.611 +[INFO ][2026-05-09 18:07:42][app.vjepa.train ][main ] Epoch 4 +[INFO ][2026-05-09 18:08:19][app.vjepa.train ][log_stats ] [4, 0] loss: 0.605 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.20e-04] [mem: 3.22e+04] [iter: 7008.3 ms] [gpu: 4952.9 ms] [data: 2044.4 ms] +[INFO ][2026-05-09 18:09:01][app.vjepa.train ][log_stats ] [4, 10] loss: 0.603 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.21e-04] [mem: 3.22e+04] [iter: 4287.1 ms] [gpu: 4089.9 ms] [data: 186.2 ms] +[INFO ][2026-05-09 18:09:41][app.vjepa.train ][log_stats ] [4, 20] loss: 0.603 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.23e-04] [mem: 3.22e+04] [iter: 4138.2 ms] [gpu: 4029.5 ms] [data: 97.7 ms] +[INFO ][2026-05-09 18:10:21][app.vjepa.train ][log_stats ] [4, 30] loss: 0.604 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.24e-04] [mem: 3.22e+04] [iter: 4100.8 ms] [gpu: 4023.4 ms] [data: 66.3 ms] +[INFO ][2026-05-09 18:11:03][app.vjepa.train ][log_stats ] [4, 40] loss: 0.603 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.25e-04] [mem: 3.22e+04] [iter: 4112.6 ms] [gpu: 4051.3 ms] [data: 50.2 ms] +[INFO ][2026-05-09 18:11:42][app.vjepa.train ][log_stats ] [4, 50] loss: 0.602 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.27e-04] [mem: 3.22e+04] [iter: 4058.8 ms] [gpu: 4007.3 ms] [data: 40.5 ms] +[INFO ][2026-05-09 18:12:21][app.vjepa.train ][log_stats ] [4, 60] loss: 0.602 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.28e-04] [mem: 3.22e+04] [iter: 4037.0 ms] [gpu: 3992.1 ms] [data: 33.9 ms] +[INFO ][2026-05-09 18:13:01][app.vjepa.train ][log_stats ] [4, 70] loss: 0.602 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.29e-04] [mem: 3.22e+04] [iter: 4036.6 ms] [gpu: 3996.4 ms] [data: 29.2 ms] +[INFO ][2026-05-09 18:13:40][app.vjepa.train ][log_stats ] [4, 80] loss: 0.602 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.31e-04] [mem: 3.22e+04] [iter: 4009.6 ms] [gpu: 3973.0 ms] [data: 25.6 ms] +[INFO ][2026-05-09 18:14:20][app.vjepa.train ][log_stats ] [4, 90] loss: 0.602 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.32e-04] [mem: 3.25e+04] [iter: 3997.5 ms] [gpu: 3963.6 ms] [data: 22.8 ms] +[INFO ][2026-05-09 18:14:58][app.vjepa.train ][log_stats ] [4, 100] loss: 0.602 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.33e-04] [mem: 3.25e+04] [iter: 3977.6 ms] [gpu: 3946.0 ms] [data: 20.6 ms] +[INFO ][2026-05-09 18:15:37][app.vjepa.train ][log_stats ] [4, 110] loss: 0.602 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.35e-04] [mem: 3.25e+04] [iter: 3967.2 ms] [gpu: 3937.4 ms] [data: 18.8 ms] +[INFO ][2026-05-09 18:16:16][app.vjepa.train ][log_stats ] [4, 120] loss: 0.601 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.36e-04] [mem: 3.25e+04] [iter: 3962.5 ms] [gpu: 3934.3 ms] [data: 17.3 ms] +[INFO ][2026-05-09 18:16:55][app.vjepa.train ][log_stats ] [4, 130] loss: 0.601 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.37e-04] [mem: 3.25e+04] [iter: 3954.9 ms] [gpu: 3927.9 ms] [data: 16.0 ms] +[INFO ][2026-05-09 18:17:34][app.vjepa.train ][log_stats ] [4, 140] loss: 0.601 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.39e-04] [mem: 3.25e+04] [iter: 3952.2 ms] [gpu: 3926.3 ms] [data: 14.9 ms] +[INFO ][2026-05-09 18:18:12][app.vjepa.train ][log_stats ] [4, 150] loss: 0.600 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.40e-04] [mem: 3.25e+04] [iter: 3943.3 ms] [gpu: 3918.4 ms] [data: 13.9 ms] +[INFO ][2026-05-09 18:18:52][app.vjepa.train ][log_stats ] [4, 160] loss: 0.600 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.41e-04] [mem: 3.25e+04] [iter: 3943.6 ms] [gpu: 3919.5 ms] [data: 13.1 ms] +[INFO ][2026-05-09 18:19:31][app.vjepa.train ][log_stats ] [4, 170] loss: 0.600 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.43e-04] [mem: 3.25e+04] [iter: 3940.0 ms] [gpu: 3916.6 ms] [data: 12.3 ms] +[INFO ][2026-05-09 18:20:11][app.vjepa.train ][log_stats ] [4, 180] loss: 0.600 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.44e-04] [mem: 3.25e+04] [iter: 3944.3 ms] [gpu: 3921.6 ms] [data: 11.7 ms] +[INFO ][2026-05-09 18:20:49][app.vjepa.train ][log_stats ] [4, 190] loss: 0.599 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.45e-04] [mem: 3.25e+04] [iter: 3938.1 ms] [gpu: 3916.0 ms] [data: 11.1 ms] +[INFO ][2026-05-09 18:21:28][app.vjepa.train ][log_stats ] [4, 200] loss: 0.599 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.47e-04] [mem: 3.25e+04] [iter: 3933.9 ms] [gpu: 3912.3 ms] [data: 10.6 ms] +[INFO ][2026-05-09 18:22:08][app.vjepa.train ][log_stats ] [4, 210] loss: 0.599 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.48e-04] [mem: 3.25e+04] [iter: 3936.6 ms] [gpu: 3915.5 ms] [data: 10.1 ms] +[INFO ][2026-05-09 18:22:48][app.vjepa.train ][log_stats ] [4, 220] loss: 0.599 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.49e-04] [mem: 3.25e+04] [iter: 3938.7 ms] [gpu: 3918.1 ms] [data: 9.6 ms] +[INFO ][2026-05-09 18:23:28][app.vjepa.train ][log_stats ] [4, 230] loss: 0.598 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.51e-04] [mem: 3.25e+04] [iter: 3941.1 ms] [gpu: 3920.8 ms] [data: 9.2 ms] +[INFO ][2026-05-09 18:24:08][app.vjepa.train ][log_stats ] [4, 240] loss: 0.598 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.52e-04] [mem: 3.25e+04] [iter: 3940.6 ms] [gpu: 3920.8 ms] [data: 8.9 ms] +[INFO ][2026-05-09 18:24:56][app.vjepa.train ][log_stats ] [4, 250] loss: 0.598 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.53e-04] [mem: 3.25e+04] [iter: 3973.8 ms] [gpu: 3954.2 ms] [data: 8.5 ms] +[INFO ][2026-05-09 18:25:34][app.vjepa.train ][log_stats ] [4, 260] loss: 0.598 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.55e-04] [mem: 3.25e+04] [iter: 3969.4 ms] [gpu: 3950.1 ms] [data: 8.2 ms] +[INFO ][2026-05-09 18:26:14][app.vjepa.train ][log_stats ] [4, 270] loss: 0.597 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.56e-04] [mem: 3.25e+04] [iter: 3970.3 ms] [gpu: 3951.3 ms] [data: 7.9 ms] +[INFO ][2026-05-09 18:26:53][app.vjepa.train ][log_stats ] [4, 280] loss: 0.597 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.57e-04] [mem: 3.25e+04] [iter: 3969.1 ms] [gpu: 3950.4 ms] [data: 7.7 ms] +[INFO ][2026-05-09 18:27:32][app.vjepa.train ][log_stats ] [4, 290] loss: 0.597 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.59e-04] [mem: 3.25e+04] [iter: 3966.0 ms] [gpu: 3947.6 ms] [data: 7.4 ms] +[INFO ][2026-05-09 18:28:07][app.vjepa.train ][log_stats ] [4, 299] loss: 0.597 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.60e-04] [mem: 3.25e+04] [iter: 3961.7 ms] [gpu: 3943.5 ms] [data: 7.2 ms] +[INFO ][2026-05-09 18:28:07][app.vjepa.train ][main ] avg. loss 0.597 +[INFO ][2026-05-09 18:28:09][app.vjepa.train ][main ] Epoch 5 +[INFO ][2026-05-09 18:28:48][app.vjepa.train ][log_stats ] [5, 0] loss: 0.586 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.60e-04] [mem: 3.25e+04] [iter: 8709.2 ms] [gpu: 6885.1 ms] [data: 1813.1 ms] +[INFO ][2026-05-09 18:29:30][app.vjepa.train ][log_stats ] [5, 10] loss: 0.590 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.61e-04] [mem: 3.25e+04] [iter: 4586.6 ms] [gpu: 4410.4 ms] [data: 165.2 ms] +[INFO ][2026-05-09 18:30:13][app.vjepa.train ][log_stats ] [5, 20] loss: 0.589 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.63e-04] [mem: 3.25e+04] [iter: 4469.4 ms] [gpu: 4371.6 ms] [data: 86.7 ms] +[INFO ][2026-05-09 18:30:53][app.vjepa.train ][log_stats ] [5, 30] loss: 0.588 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.64e-04] [mem: 3.25e+04] [iter: 4316.0 ms] [gpu: 4246.1 ms] [data: 58.9 ms] +[INFO ][2026-05-09 18:31:34][app.vjepa.train ][log_stats ] [5, 40] loss: 0.588 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.65e-04] [mem: 3.25e+04] [iter: 4225.6 ms] [gpu: 4170.0 ms] [data: 44.6 ms] +[INFO ][2026-05-09 18:32:13][app.vjepa.train ][log_stats ] [5, 50] loss: 0.587 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.67e-04] [mem: 3.25e+04] [iter: 4161.3 ms] [gpu: 4114.4 ms] [data: 35.9 ms] +[INFO ][2026-05-09 18:32:51][app.vjepa.train ][log_stats ] [5, 60] loss: 0.587 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.68e-04] [mem: 3.25e+04] [iter: 4111.6 ms] [gpu: 4070.5 ms] [data: 30.1 ms] +[INFO ][2026-05-09 18:33:32][app.vjepa.train ][log_stats ] [5, 70] loss: 0.587 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.69e-04] [mem: 3.25e+04] [iter: 4104.6 ms] [gpu: 4067.6 ms] [data: 25.9 ms] +[INFO ][2026-05-09 18:34:10][app.vjepa.train ][log_stats ] [5, 80] loss: 0.587 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.71e-04] [mem: 3.25e+04] [iter: 4067.9 ms] [gpu: 4034.2 ms] [data: 22.8 ms] +[INFO ][2026-05-09 18:34:48][app.vjepa.train ][log_stats ] [5, 90] loss: 0.587 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.72e-04] [mem: 3.25e+04] [iter: 4040.2 ms] [gpu: 4008.9 ms] [data: 20.3 ms] +[INFO ][2026-05-09 18:35:27][app.vjepa.train ][log_stats ] [5, 100] loss: 0.587 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.73e-04] [mem: 3.25e+04] [iter: 4026.2 ms] [gpu: 3996.9 ms] [data: 18.3 ms] +[INFO ][2026-05-09 18:36:06][app.vjepa.train ][log_stats ] [5, 110] loss: 0.587 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.75e-04] [mem: 3.25e+04] [iter: 4010.3 ms] [gpu: 3982.5 ms] [data: 16.7 ms] +[INFO ][2026-05-09 18:36:45][app.vjepa.train ][log_stats ] [5, 120] loss: 0.586 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.76e-04] [mem: 3.25e+04] [iter: 4003.2 ms] [gpu: 3976.8 ms] [data: 15.4 ms] +[INFO ][2026-05-09 18:37:25][app.vjepa.train ][log_stats ] [5, 130] loss: 0.586 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.77e-04] [mem: 3.25e+04] [iter: 4004.3 ms] [gpu: 3979.1 ms] [data: 14.2 ms] +[INFO ][2026-05-09 18:38:04][app.vjepa.train ][log_stats ] [5, 140] loss: 0.586 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.79e-04] [mem: 3.25e+04] [iter: 3993.9 ms] [gpu: 3969.7 ms] [data: 13.2 ms] +[INFO ][2026-05-09 18:38:41][app.vjepa.train ][log_stats ] [5, 150] loss: 0.586 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.80e-04] [mem: 3.25e+04] [iter: 3977.9 ms] [gpu: 3954.5 ms] [data: 12.4 ms] +[INFO ][2026-05-09 18:39:20][app.vjepa.train ][log_stats ] [5, 160] loss: 0.586 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.81e-04] [mem: 3.25e+04] [iter: 3971.8 ms] [gpu: 3949.1 ms] [data: 11.6 ms] +[INFO ][2026-05-09 18:39:59][app.vjepa.train ][log_stats ] [5, 170] loss: 0.585 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.83e-04] [mem: 3.25e+04] [iter: 3967.8 ms] [gpu: 3945.8 ms] [data: 11.0 ms] +[INFO ][2026-05-09 18:40:37][app.vjepa.train ][log_stats ] [5, 180] loss: 0.585 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.84e-04] [mem: 3.25e+04] [iter: 3960.5 ms] [gpu: 3939.1 ms] [data: 10.4 ms] +[INFO ][2026-05-09 18:41:18][app.vjepa.train ][log_stats ] [5, 190] loss: 0.585 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.85e-04] [mem: 3.25e+04] [iter: 3967.6 ms] [gpu: 3946.7 ms] [data: 9.9 ms] +[INFO ][2026-05-09 18:41:57][app.vjepa.train ][log_stats ] [5, 200] loss: 0.585 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.87e-04] [mem: 3.25e+04] [iter: 3962.7 ms] [gpu: 3942.2 ms] [data: 9.4 ms] +[INFO ][2026-05-09 18:42:41][app.vjepa.train ][log_stats ] [5, 210] loss: 0.585 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.88e-04] [mem: 3.25e+04] [iter: 3984.9 ms] [gpu: 3964.9 ms] [data: 9.0 ms] +[INFO ][2026-05-09 18:43:22][app.vjepa.train ][log_stats ] [5, 220] loss: 0.584 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.89e-04] [mem: 3.25e+04] [iter: 3987.6 ms] [gpu: 3968.0 ms] [data: 8.6 ms] +[INFO ][2026-05-09 18:44:01][app.vjepa.train ][log_stats ] [5, 230] loss: 0.584 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.91e-04] [mem: 3.25e+04] [iter: 3984.1 ms] [gpu: 3964.9 ms] [data: 8.2 ms] +[INFO ][2026-05-09 18:44:41][app.vjepa.train ][log_stats ] [5, 240] loss: 0.584 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.92e-04] [mem: 3.25e+04] [iter: 3983.6 ms] [gpu: 3964.6 ms] [data: 7.9 ms] +[INFO ][2026-05-09 18:45:19][app.vjepa.train ][log_stats ] [5, 250] loss: 0.584 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.93e-04] [mem: 3.25e+04] [iter: 3976.8 ms] [gpu: 3958.2 ms] [data: 7.6 ms] +[INFO ][2026-05-09 18:45:57][app.vjepa.train ][log_stats ] [5, 260] loss: 0.584 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.95e-04] [mem: 3.25e+04] [iter: 3972.0 ms] [gpu: 3953.6 ms] [data: 7.3 ms] +[INFO ][2026-05-09 18:46:37][app.vjepa.train ][log_stats ] [5, 270] loss: 0.584 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.96e-04] [mem: 3.25e+04] [iter: 3972.2 ms] [gpu: 3954.1 ms] [data: 7.1 ms] +[INFO ][2026-05-09 18:47:18][app.vjepa.train ][log_stats ] [5, 280] loss: 0.583 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.97e-04] [mem: 3.25e+04] [iter: 3972.3 ms] [gpu: 3954.5 ms] [data: 6.8 ms] +[INFO ][2026-05-09 18:47:57][app.vjepa.train ][log_stats ] [5, 290] loss: 0.583 masks: [16: 1.0] [wd: 4.00e-02] [lr: 2.99e-04] [mem: 3.25e+04] [iter: 3969.0 ms] [gpu: 3951.4 ms] [data: 6.6 ms] +[INFO ][2026-05-09 18:48:32][app.vjepa.train ][log_stats ] [5, 299] loss: 0.583 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.00e-04] [mem: 3.25e+04] [iter: 3968.3 ms] [gpu: 3950.9 ms] [data: 6.4 ms] +[INFO ][2026-05-09 18:48:32][app.vjepa.train ][main ] avg. loss 0.583 +[INFO ][2026-05-09 18:48:35][app.vjepa.train ][main ] Running KNN evaluation at epoch 5... +[INFO ][2026-05-09 18:48:35][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ucf101 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-09 18:48:35][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: mean, CLS token: False +[INFO ][2026-05-09 18:48:35][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-09 18:48:35][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 9200 videos across 101 classes +[INFO ][2026-05-09 18:48:36][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 2525 videos across 101 classes +[INFO ][2026-05-09 18:48:37][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 18:48:39][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 18:48:39][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 18:48:39][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 18:48:39][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 36 batches, Val loader: 10 batches +[INFO ][2026-05-09 18:48:39][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-09 18:49:06][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/36 batches +[INFO ][2026-05-09 18:49:35][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 20/36 batches +[INFO ][2026-05-09 18:49:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([2300, 1024]) +[INFO ][2026-05-09 18:49:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-09 18:50:33][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/10 batches +[INFO ][2026-05-09 18:50:46][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([632, 1024]) +[INFO ][2026-05-09 18:50:48][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([9200, 1024]), val torch.Size([2528, 1024]) +[INFO ][2026-05-09 18:50:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ucf101 (pool=mean) Results: Top-1 = 63.88%, Top-5 = 86.63% +[INFO ][2026-05-09 18:50:49][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 5, ucf101): Top-1 = 63.88%, Top-5 = 86.63% +[INFO ][2026-05-09 18:50:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ssv2_coarse10 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-09 18:50:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: temporal_concat, CLS token: False +[INFO ][2026-05-09 18:50:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-09 18:50:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 5000 videos across 10 classes +[INFO ][2026-05-09 18:50:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 996 videos across 10 classes +[INFO ][2026-05-09 18:50:49][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 18:50:49][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 18:50:49][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 18:50:49][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 18:50:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 20 batches, Val loader: 4 batches +[INFO ][2026-05-09 18:50:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-09 18:51:58][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/20 batches +[INFO ][2026-05-09 18:52:26][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([1250, 16384]) +[INFO ][2026-05-09 18:52:26][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-09 18:52:57][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/4 batches +[INFO ][2026-05-09 18:53:02][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([249, 16384]) +[INFO ][2026-05-09 18:53:03][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([5000, 16384]), val torch.Size([996, 16384]) +[INFO ][2026-05-09 18:53:03][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 31.12%, Top-5 = 77.61% +[INFO ][2026-05-09 18:53:04][src.utils.knn_eval ][run_knn_eval ] [Linear Probe] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 48.59%, Top-5 = 90.36% +[INFO ][2026-05-09 18:53:04][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 5, ssv2_coarse10_temporal_concat): Top-1 = 31.12%, Top-5 = 77.61% +[INFO ][2026-05-09 18:53:05][app.vjepa.train ][main ] New best Linear SSv2 top-1: 48.59% at epoch 5. Saving best.pt +[INFO ][2026-05-09 18:53:07][app.vjepa.train ][main ] Epoch 6 +[INFO ][2026-05-09 18:53:52][app.vjepa.train ][log_stats ] [6, 0] loss: 0.570 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.00e-04] [mem: 3.25e+04] [iter: 15429.6 ms] [gpu: 13095.0 ms] [data: 2323.7 ms] +[INFO ][2026-05-09 18:54:32][app.vjepa.train ][log_stats ] [6, 10] loss: 0.575 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.01e-04] [mem: 3.25e+04] [iter: 5058.9 ms] [gpu: 4836.3 ms] [data: 211.6 ms] +[INFO ][2026-05-09 18:55:13][app.vjepa.train ][log_stats ] [6, 20] loss: 0.575 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.03e-04] [mem: 3.25e+04] [iter: 4564.0 ms] [gpu: 4442.0 ms] [data: 111.0 ms] +[INFO ][2026-05-09 18:55:52][app.vjepa.train ][log_stats ] [6, 30] loss: 0.577 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.04e-04] [mem: 3.25e+04] [iter: 4344.0 ms] [gpu: 4257.6 ms] [data: 75.3 ms] +[INFO ][2026-05-09 18:56:31][app.vjepa.train ][log_stats ] [6, 40] loss: 0.576 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.05e-04] [mem: 3.25e+04] [iter: 4244.3 ms] [gpu: 4176.2 ms] [data: 57.1 ms] +[INFO ][2026-05-09 18:57:11][app.vjepa.train ][log_stats ] [6, 50] loss: 0.576 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.07e-04] [mem: 3.25e+04] [iter: 4182.2 ms] [gpu: 4125.2 ms] [data: 45.9 ms] +[INFO ][2026-05-09 18:57:50][app.vjepa.train ][log_stats ] [6, 60] loss: 0.576 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.08e-04] [mem: 3.25e+04] [iter: 4142.1 ms] [gpu: 4092.6 ms] [data: 38.5 ms] +[INFO ][2026-05-09 18:58:32][app.vjepa.train ][log_stats ] [6, 70] loss: 0.576 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.09e-04] [mem: 3.25e+04] [iter: 4153.3 ms] [gpu: 4109.1 ms] [data: 33.1 ms] +[INFO ][2026-05-09 18:59:11][app.vjepa.train ][log_stats ] [6, 80] loss: 0.576 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.11e-04] [mem: 3.25e+04] [iter: 4115.1 ms] [gpu: 4075.0 ms] [data: 29.1 ms] +[INFO ][2026-05-09 18:59:51][app.vjepa.train ][log_stats ] [6, 90] loss: 0.576 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.12e-04] [mem: 3.25e+04] [iter: 4106.6 ms] [gpu: 4069.7 ms] [data: 25.9 ms] +[INFO ][2026-05-09 19:00:31][app.vjepa.train ][log_stats ] [6, 100] loss: 0.576 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.13e-04] [mem: 3.25e+04] [iter: 4096.1 ms] [gpu: 4061.6 ms] [data: 23.4 ms] +[INFO ][2026-05-09 19:01:11][app.vjepa.train ][log_stats ] [6, 110] loss: 0.575 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.15e-04] [mem: 3.25e+04] [iter: 4088.3 ms] [gpu: 4055.9 ms] [data: 21.3 ms] +[INFO ][2026-05-09 19:01:50][app.vjepa.train ][log_stats ] [6, 120] loss: 0.575 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.16e-04] [mem: 3.25e+04] [iter: 4069.2 ms] [gpu: 4038.6 ms] [data: 19.6 ms] +[INFO ][2026-05-09 19:02:29][app.vjepa.train ][log_stats ] [6, 130] loss: 0.575 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.17e-04] [mem: 3.25e+04] [iter: 4061.7 ms] [gpu: 4032.6 ms] [data: 18.1 ms] +[INFO ][2026-05-09 19:03:09][app.vjepa.train ][log_stats ] [6, 140] loss: 0.575 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.19e-04] [mem: 3.25e+04] [iter: 4055.5 ms] [gpu: 4027.6 ms] [data: 16.9 ms] +[INFO ][2026-05-09 19:03:50][app.vjepa.train ][log_stats ] [6, 150] loss: 0.575 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.20e-04] [mem: 3.25e+04] [iter: 4057.7 ms] [gpu: 4030.8 ms] [data: 15.8 ms] +[INFO ][2026-05-09 19:04:30][app.vjepa.train ][log_stats ] [6, 160] loss: 0.575 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.21e-04] [mem: 3.25e+04] [iter: 4053.7 ms] [gpu: 4027.8 ms] [data: 14.8 ms] +[INFO ][2026-05-09 19:05:10][app.vjepa.train ][log_stats ] [6, 170] loss: 0.575 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.23e-04] [mem: 3.25e+04] [iter: 4048.3 ms] [gpu: 4023.2 ms] [data: 14.0 ms] +[INFO ][2026-05-09 19:05:51][app.vjepa.train ][log_stats ] [6, 180] loss: 0.574 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.24e-04] [mem: 3.25e+04] [iter: 4052.9 ms] [gpu: 4028.6 ms] [data: 13.2 ms] +[INFO ][2026-05-09 19:06:30][app.vjepa.train ][log_stats ] [6, 190] loss: 0.574 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.25e-04] [mem: 3.25e+04] [iter: 4043.0 ms] [gpu: 4019.4 ms] [data: 12.6 ms] +[INFO ][2026-05-09 19:07:12][app.vjepa.train ][log_stats ] [6, 200] loss: 0.574 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.27e-04] [mem: 3.28e+04] [iter: 4053.0 ms] [gpu: 4030.0 ms] [data: 12.0 ms] +[INFO ][2026-05-09 19:07:52][app.vjepa.train ][log_stats ] [6, 210] loss: 0.574 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.28e-04] [mem: 3.28e+04] [iter: 4049.0 ms] [gpu: 4026.5 ms] [data: 11.4 ms] +[INFO ][2026-05-09 19:08:33][app.vjepa.train ][log_stats ] [6, 220] loss: 0.574 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.29e-04] [mem: 3.28e+04] [iter: 4054.4 ms] [gpu: 4032.4 ms] [data: 10.9 ms] +[INFO ][2026-05-09 19:09:12][app.vjepa.train ][log_stats ] [6, 230] loss: 0.574 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.31e-04] [mem: 3.28e+04] [iter: 4046.2 ms] [gpu: 4024.7 ms] [data: 10.5 ms] +[INFO ][2026-05-09 19:09:54][app.vjepa.train ][log_stats ] [6, 240] loss: 0.574 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.32e-04] [mem: 3.28e+04] [iter: 4054.0 ms] [gpu: 4032.9 ms] [data: 10.0 ms] +[INFO ][2026-05-09 19:10:34][app.vjepa.train ][log_stats ] [6, 250] loss: 0.573 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.33e-04] [mem: 3.28e+04] [iter: 4049.1 ms] [gpu: 4028.4 ms] [data: 9.7 ms] +[INFO ][2026-05-09 19:11:17][app.vjepa.train ][log_stats ] [6, 260] loss: 0.573 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.35e-04] [mem: 3.28e+04] [iter: 4059.8 ms] [gpu: 4039.4 ms] [data: 9.3 ms] +[INFO ][2026-05-09 19:11:57][app.vjepa.train ][log_stats ] [6, 270] loss: 0.573 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.36e-04] [mem: 3.28e+04] [iter: 4056.5 ms] [gpu: 4036.5 ms] [data: 9.0 ms] +[INFO ][2026-05-09 19:12:39][app.vjepa.train ][log_stats ] [6, 280] loss: 0.573 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.37e-04] [mem: 3.28e+04] [iter: 4058.4 ms] [gpu: 4038.6 ms] [data: 8.7 ms] +[INFO ][2026-05-09 19:13:18][app.vjepa.train ][log_stats ] [6, 290] loss: 0.573 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.39e-04] [mem: 3.28e+04] [iter: 4054.8 ms] [gpu: 4035.4 ms] [data: 8.4 ms] +[INFO ][2026-05-09 19:13:55][app.vjepa.train ][log_stats ] [6, 299] loss: 0.572 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.40e-04] [mem: 3.28e+04] [iter: 4054.4 ms] [gpu: 4035.2 ms] [data: 8.2 ms] +[INFO ][2026-05-09 19:13:55][app.vjepa.train ][main ] avg. loss 0.572 +[INFO ][2026-05-09 19:13:58][app.vjepa.train ][main ] Epoch 7 +[INFO ][2026-05-09 19:14:48][app.vjepa.train ][log_stats ] [7, 0] loss: 0.564 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.40e-04] [mem: 3.28e+04] [iter: 7960.5 ms] [gpu: 6120.6 ms] [data: 1828.8 ms] +[INFO ][2026-05-09 19:15:28][app.vjepa.train ][log_stats ] [7, 10] loss: 0.568 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.41e-04] [mem: 3.28e+04] [iter: 4392.8 ms] [gpu: 4215.1 ms] [data: 166.6 ms] +[INFO ][2026-05-09 19:16:09][app.vjepa.train ][log_stats ] [7, 20] loss: 0.566 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.43e-04] [mem: 3.28e+04] [iter: 4256.0 ms] [gpu: 4157.5 ms] [data: 87.5 ms] +[INFO ][2026-05-09 19:16:50][app.vjepa.train ][log_stats ] [7, 30] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.44e-04] [mem: 3.28e+04] [iter: 4184.9 ms] [gpu: 4114.4 ms] [data: 59.4 ms] +[INFO ][2026-05-09 19:17:31][app.vjepa.train ][log_stats ] [7, 40] loss: 0.564 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.45e-04] [mem: 3.28e+04] [iter: 4171.7 ms] [gpu: 4115.6 ms] [data: 45.0 ms] +[INFO ][2026-05-09 19:18:14][app.vjepa.train ][log_stats ] [7, 50] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.47e-04] [mem: 3.28e+04] [iter: 4182.7 ms] [gpu: 4135.4 ms] [data: 36.3 ms] +[INFO ][2026-05-09 19:18:55][app.vjepa.train ][log_stats ] [7, 60] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.48e-04] [mem: 3.28e+04] [iter: 4154.0 ms] [gpu: 4112.6 ms] [data: 30.4 ms] +[INFO ][2026-05-09 19:19:34][app.vjepa.train ][log_stats ] [7, 70] loss: 0.566 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.49e-04] [mem: 3.28e+04] [iter: 4118.7 ms] [gpu: 4081.5 ms] [data: 26.2 ms] +[INFO ][2026-05-09 19:20:13][app.vjepa.train ][log_stats ] [7, 80] loss: 0.566 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.51e-04] [mem: 3.28e+04] [iter: 4095.5 ms] [gpu: 4061.5 ms] [data: 23.0 ms] +[INFO ][2026-05-09 19:20:53][app.vjepa.train ][log_stats ] [7, 90] loss: 0.566 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.52e-04] [mem: 3.28e+04] [iter: 4084.3 ms] [gpu: 4052.8 ms] [data: 20.5 ms] +[INFO ][2026-05-09 19:21:32][app.vjepa.train ][log_stats ] [7, 100] loss: 0.566 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.53e-04] [mem: 3.28e+04] [iter: 4068.8 ms] [gpu: 4039.2 ms] [data: 18.5 ms] +[INFO ][2026-05-09 19:22:12][app.vjepa.train ][log_stats ] [7, 110] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.55e-04] [mem: 3.28e+04] [iter: 4061.2 ms] [gpu: 4033.2 ms] [data: 16.9 ms] +[INFO ][2026-05-09 19:22:55][app.vjepa.train ][log_stats ] [7, 120] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.56e-04] [mem: 3.28e+04] [iter: 4064.3 ms] [gpu: 4037.8 ms] [data: 15.5 ms] +[INFO ][2026-05-09 19:23:34][app.vjepa.train ][log_stats ] [7, 130] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.57e-04] [mem: 3.28e+04] [iter: 4056.4 ms] [gpu: 4031.0 ms] [data: 14.4 ms] +[INFO ][2026-05-09 19:24:14][app.vjepa.train ][log_stats ] [7, 140] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.59e-04] [mem: 3.28e+04] [iter: 4050.1 ms] [gpu: 4025.6 ms] [data: 13.4 ms] +[INFO ][2026-05-09 19:24:53][app.vjepa.train ][log_stats ] [7, 150] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.60e-04] [mem: 3.28e+04] [iter: 4039.7 ms] [gpu: 4016.2 ms] [data: 12.5 ms] +[INFO ][2026-05-09 19:25:34][app.vjepa.train ][log_stats ] [7, 160] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.61e-04] [mem: 3.28e+04] [iter: 4044.4 ms] [gpu: 4021.6 ms] [data: 11.8 ms] +[INFO ][2026-05-09 19:26:14][app.vjepa.train ][log_stats ] [7, 170] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.63e-04] [mem: 3.28e+04] [iter: 4039.9 ms] [gpu: 4017.8 ms] [data: 11.1 ms] +[INFO ][2026-05-09 19:26:54][app.vjepa.train ][log_stats ] [7, 180] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.64e-04] [mem: 3.28e+04] [iter: 4038.6 ms] [gpu: 4017.1 ms] [data: 10.5 ms] +[INFO ][2026-05-09 19:27:34][app.vjepa.train ][log_stats ] [7, 190] loss: 0.564 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.65e-04] [mem: 3.28e+04] [iter: 4035.2 ms] [gpu: 4014.2 ms] [data: 10.0 ms] +[INFO ][2026-05-09 19:28:13][app.vjepa.train ][log_stats ] [7, 200] loss: 0.565 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.67e-04] [mem: 3.28e+04] [iter: 4029.5 ms] [gpu: 4009.0 ms] [data: 9.5 ms] +[INFO ][2026-05-09 19:28:53][app.vjepa.train ][log_stats ] [7, 210] loss: 0.564 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.68e-04] [mem: 3.28e+04] [iter: 4029.2 ms] [gpu: 4009.1 ms] [data: 9.1 ms] +[INFO ][2026-05-09 19:29:34][app.vjepa.train ][log_stats ] [7, 220] loss: 0.564 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.69e-04] [mem: 3.28e+04] [iter: 4032.8 ms] [gpu: 4013.1 ms] [data: 8.7 ms] +[INFO ][2026-05-09 19:30:14][app.vjepa.train ][log_stats ] [7, 230] loss: 0.564 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.71e-04] [mem: 3.28e+04] [iter: 4029.8 ms] [gpu: 4010.4 ms] [data: 8.3 ms] +[INFO ][2026-05-09 19:30:55][app.vjepa.train ][log_stats ] [7, 240] loss: 0.564 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.72e-04] [mem: 3.28e+04] [iter: 4032.4 ms] [gpu: 4013.4 ms] [data: 8.0 ms] +[INFO ][2026-05-09 19:31:34][app.vjepa.train ][log_stats ] [7, 250] loss: 0.564 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.73e-04] [mem: 3.28e+04] [iter: 4029.2 ms] [gpu: 4010.5 ms] [data: 7.7 ms] +[INFO ][2026-05-09 19:32:14][app.vjepa.train ][log_stats ] [7, 260] loss: 0.564 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.75e-04] [mem: 3.28e+04] [iter: 4025.8 ms] [gpu: 4007.4 ms] [data: 7.4 ms] +[INFO ][2026-05-09 19:32:54][app.vjepa.train ][log_stats ] [7, 270] loss: 0.564 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.76e-04] [mem: 3.28e+04] [iter: 4027.1 ms] [gpu: 4009.0 ms] [data: 7.2 ms] +[INFO ][2026-05-09 19:33:34][app.vjepa.train ][log_stats ] [7, 280] loss: 0.563 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.77e-04] [mem: 3.28e+04] [iter: 4024.7 ms] [gpu: 4006.7 ms] [data: 6.9 ms] +[INFO ][2026-05-09 19:34:16][app.vjepa.train ][log_stats ] [7, 290] loss: 0.563 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.79e-04] [mem: 3.28e+04] [iter: 4030.4 ms] [gpu: 4012.7 ms] [data: 6.7 ms] +[INFO ][2026-05-09 19:34:52][app.vjepa.train ][log_stats ] [7, 299] loss: 0.563 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.80e-04] [mem: 3.28e+04] [iter: 4028.5 ms] [gpu: 4011.0 ms] [data: 6.5 ms] +[INFO ][2026-05-09 19:34:52][app.vjepa.train ][main ] avg. loss 0.563 +[INFO ][2026-05-09 19:34:56][app.vjepa.train ][main ] Epoch 8 +[INFO ][2026-05-09 19:35:38][app.vjepa.train ][log_stats ] [8, 0] loss: 0.557 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.80e-04] [mem: 3.28e+04] [iter: 6907.3 ms] [gpu: 4327.0 ms] [data: 2569.4 ms] +[INFO ][2026-05-09 19:36:18][app.vjepa.train ][log_stats ] [8, 10] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.81e-04] [mem: 3.28e+04] [iter: 4285.8 ms] [gpu: 4040.9 ms] [data: 233.9 ms] +[INFO ][2026-05-09 19:36:58][app.vjepa.train ][log_stats ] [8, 20] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.83e-04] [mem: 3.28e+04] [iter: 4147.2 ms] [gpu: 4013.5 ms] [data: 122.7 ms] +[INFO ][2026-05-09 19:37:38][app.vjepa.train ][log_stats ] [8, 30] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.84e-04] [mem: 3.28e+04] [iter: 4104.2 ms] [gpu: 4010.0 ms] [data: 83.2 ms] +[INFO ][2026-05-09 19:38:17][app.vjepa.train ][log_stats ] [8, 40] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.85e-04] [mem: 3.28e+04] [iter: 4063.5 ms] [gpu: 3989.5 ms] [data: 63.0 ms] +[INFO ][2026-05-09 19:38:58][app.vjepa.train ][log_stats ] [8, 50] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.87e-04] [mem: 3.28e+04] [iter: 4073.1 ms] [gpu: 4011.4 ms] [data: 50.8 ms] +[INFO ][2026-05-09 19:39:37][app.vjepa.train ][log_stats ] [8, 60] loss: 0.559 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.88e-04] [mem: 3.28e+04] [iter: 4043.4 ms] [gpu: 3989.9 ms] [data: 42.5 ms] +[INFO ][2026-05-09 19:40:17][app.vjepa.train ][log_stats ] [8, 70] loss: 0.559 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.89e-04] [mem: 3.28e+04] [iter: 4033.4 ms] [gpu: 3985.9 ms] [data: 36.6 ms] +[INFO ][2026-05-09 19:40:56][app.vjepa.train ][log_stats ] [8, 80] loss: 0.559 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.91e-04] [mem: 3.28e+04] [iter: 4010.5 ms] [gpu: 3967.4 ms] [data: 32.1 ms] +[INFO ][2026-05-09 19:41:35][app.vjepa.train ][log_stats ] [8, 90] loss: 0.559 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.92e-04] [mem: 3.28e+04] [iter: 4002.3 ms] [gpu: 3962.7 ms] [data: 28.6 ms] +[INFO ][2026-05-09 19:42:15][app.vjepa.train ][log_stats ] [8, 100] loss: 0.559 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.93e-04] [mem: 3.28e+04] [iter: 4005.5 ms] [gpu: 3968.7 ms] [data: 25.8 ms] +[INFO ][2026-05-09 19:42:55][app.vjepa.train ][log_stats ] [8, 110] loss: 0.559 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.95e-04] [mem: 3.28e+04] [iter: 3998.7 ms] [gpu: 3964.2 ms] [data: 23.5 ms] +[INFO ][2026-05-09 19:43:35][app.vjepa.train ][log_stats ] [8, 120] loss: 0.559 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.96e-04] [mem: 3.28e+04] [iter: 3998.7 ms] [gpu: 3966.1 ms] [data: 21.6 ms] +[INFO ][2026-05-09 19:44:14][app.vjepa.train ][log_stats ] [8, 130] loss: 0.559 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.97e-04] [mem: 3.28e+04] [iter: 3992.1 ms] [gpu: 3961.1 ms] [data: 20.0 ms] +[INFO ][2026-05-09 19:44:55][app.vjepa.train ][log_stats ] [8, 140] loss: 0.559 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.99e-04] [mem: 3.28e+04] [iter: 3999.1 ms] [gpu: 3969.5 ms] [data: 18.6 ms] +[INFO ][2026-05-09 19:45:35][app.vjepa.train ][log_stats ] [8, 150] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.00e-04] [mem: 3.28e+04] [iter: 3999.2 ms] [gpu: 3970.9 ms] [data: 17.4 ms] +[INFO ][2026-05-09 19:46:18][app.vjepa.train ][log_stats ] [8, 160] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.01e-04] [mem: 3.28e+04] [iter: 4021.7 ms] [gpu: 3994.4 ms] [data: 16.3 ms] +[INFO ][2026-05-09 19:46:58][app.vjepa.train ][log_stats ] [8, 170] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.03e-04] [mem: 3.28e+04] [iter: 4017.8 ms] [gpu: 3991.4 ms] [data: 15.4 ms] +[INFO ][2026-05-09 19:47:37][app.vjepa.train ][log_stats ] [8, 180] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.04e-04] [mem: 3.28e+04] [iter: 4011.6 ms] [gpu: 3986.0 ms] [data: 14.6 ms] +[INFO ][2026-05-09 19:48:16][app.vjepa.train ][log_stats ] [8, 190] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.05e-04] [mem: 3.28e+04] [iter: 4004.7 ms] [gpu: 3979.9 ms] [data: 13.8 ms] +[INFO ][2026-05-09 19:48:57][app.vjepa.train ][log_stats ] [8, 200] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.07e-04] [mem: 3.28e+04] [iter: 4002.6 ms] [gpu: 3978.4 ms] [data: 13.2 ms] +[INFO ][2026-05-09 19:49:36][app.vjepa.train ][log_stats ] [8, 210] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.08e-04] [mem: 3.28e+04] [iter: 3999.1 ms] [gpu: 3975.6 ms] [data: 12.6 ms] +[INFO ][2026-05-09 19:50:17][app.vjepa.train ][log_stats ] [8, 220] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.09e-04] [mem: 3.28e+04] [iter: 4004.3 ms] [gpu: 3981.3 ms] [data: 12.0 ms] +[INFO ][2026-05-09 19:50:57][app.vjepa.train ][log_stats ] [8, 230] loss: 0.558 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.11e-04] [mem: 3.28e+04] [iter: 4005.4 ms] [gpu: 3982.9 ms] [data: 11.5 ms] +[INFO ][2026-05-09 19:51:37][app.vjepa.train ][log_stats ] [8, 240] loss: 0.557 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.12e-04] [mem: 3.28e+04] [iter: 4003.0 ms] [gpu: 3981.0 ms] [data: 11.1 ms] +[INFO ][2026-05-09 19:52:17][app.vjepa.train ][log_stats ] [8, 250] loss: 0.557 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.13e-04] [mem: 3.28e+04] [iter: 4002.9 ms] [gpu: 3981.3 ms] [data: 10.6 ms] +[INFO ][2026-05-09 19:52:56][app.vjepa.train ][log_stats ] [8, 260] loss: 0.557 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.15e-04] [mem: 3.28e+04] [iter: 4000.4 ms] [gpu: 3979.1 ms] [data: 10.2 ms] +[INFO ][2026-05-09 19:53:36][app.vjepa.train ][log_stats ] [8, 270] loss: 0.557 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.16e-04] [mem: 3.28e+04] [iter: 4000.1 ms] [gpu: 3979.2 ms] [data: 9.9 ms] +[INFO ][2026-05-09 19:54:17][app.vjepa.train ][log_stats ] [8, 280] loss: 0.557 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.17e-04] [mem: 3.28e+04] [iter: 4003.2 ms] [gpu: 3982.7 ms] [data: 9.5 ms] +[INFO ][2026-05-09 19:54:59][app.vjepa.train ][log_stats ] [8, 290] loss: 0.557 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.19e-04] [mem: 3.28e+04] [iter: 4009.3 ms] [gpu: 3989.1 ms] [data: 9.2 ms] +[INFO ][2026-05-09 19:55:35][app.vjepa.train ][log_stats ] [8, 299] loss: 0.556 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.20e-04] [mem: 3.28e+04] [iter: 4008.7 ms] [gpu: 3988.7 ms] [data: 9.0 ms] +[INFO ][2026-05-09 19:55:35][app.vjepa.train ][main ] avg. loss 0.556 +[INFO ][2026-05-09 19:55:38][app.vjepa.train ][main ] Epoch 9 +[INFO ][2026-05-09 19:56:16][app.vjepa.train ][log_stats ] [9, 0] loss: 0.555 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.20e-04] [mem: 3.28e+04] [iter: 7514.6 ms] [gpu: 5685.2 ms] [data: 1818.5 ms] +[INFO ][2026-05-09 19:56:58][app.vjepa.train ][log_stats ] [9, 10] loss: 0.553 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.21e-04] [mem: 3.28e+04] [iter: 4558.7 ms] [gpu: 4382.0 ms] [data: 165.7 ms] +[INFO ][2026-05-09 19:57:38][app.vjepa.train ][log_stats ] [9, 20] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.23e-04] [mem: 3.28e+04] [iter: 4288.5 ms] [gpu: 4190.6 ms] [data: 86.9 ms] +[INFO ][2026-05-09 19:58:18][app.vjepa.train ][log_stats ] [9, 30] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.24e-04] [mem: 3.28e+04] [iter: 4175.1 ms] [gpu: 4105.2 ms] [data: 59.0 ms] +[INFO ][2026-05-09 19:58:57][app.vjepa.train ][log_stats ] [9, 40] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.25e-04] [mem: 3.28e+04] [iter: 4117.8 ms] [gpu: 4062.1 ms] [data: 44.7 ms] +[INFO ][2026-05-09 19:59:36][app.vjepa.train ][log_stats ] [9, 50] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.27e-04] [mem: 3.28e+04] [iter: 4077.4 ms] [gpu: 4030.4 ms] [data: 36.0 ms] +[INFO ][2026-05-09 20:00:17][app.vjepa.train ][log_stats ] [9, 60] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.28e-04] [mem: 3.28e+04] [iter: 4069.2 ms] [gpu: 4028.0 ms] [data: 30.2 ms] +[INFO ][2026-05-09 20:00:58][app.vjepa.train ][log_stats ] [9, 70] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.29e-04] [mem: 3.28e+04] [iter: 4071.6 ms] [gpu: 4034.7 ms] [data: 26.0 ms] +[INFO ][2026-05-09 20:01:37][app.vjepa.train ][log_stats ] [9, 80] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.31e-04] [mem: 3.28e+04] [iter: 4060.8 ms] [gpu: 4027.1 ms] [data: 22.8 ms] +[INFO ][2026-05-09 20:02:18][app.vjepa.train ][log_stats ] [9, 90] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.32e-04] [mem: 3.28e+04] [iter: 4058.1 ms] [gpu: 4026.8 ms] [data: 20.4 ms] +[INFO ][2026-05-09 20:02:57][app.vjepa.train ][log_stats ] [9, 100] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.33e-04] [mem: 3.28e+04] [iter: 4046.4 ms] [gpu: 4017.1 ms] [data: 18.4 ms] +[INFO ][2026-05-09 20:03:37][app.vjepa.train ][log_stats ] [9, 110] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.35e-04] [mem: 3.28e+04] [iter: 4038.2 ms] [gpu: 4010.5 ms] [data: 16.8 ms] +[INFO ][2026-05-09 20:04:17][app.vjepa.train ][log_stats ] [9, 120] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.36e-04] [mem: 3.28e+04] [iter: 4038.7 ms] [gpu: 4012.4 ms] [data: 15.4 ms] +[INFO ][2026-05-09 20:04:57][app.vjepa.train ][log_stats ] [9, 130] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.37e-04] [mem: 3.28e+04] [iter: 4032.0 ms] [gpu: 4006.8 ms] [data: 14.3 ms] +[INFO ][2026-05-09 20:05:37][app.vjepa.train ][log_stats ] [9, 140] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.39e-04] [mem: 3.28e+04] [iter: 4029.9 ms] [gpu: 4005.7 ms] [data: 13.3 ms] +[INFO ][2026-05-09 20:06:17][app.vjepa.train ][log_stats ] [9, 150] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.40e-04] [mem: 3.28e+04] [iter: 4026.1 ms] [gpu: 4002.7 ms] [data: 12.4 ms] +[INFO ][2026-05-09 20:06:57][app.vjepa.train ][log_stats ] [9, 160] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.41e-04] [mem: 3.28e+04] [iter: 4026.2 ms] [gpu: 4003.5 ms] [data: 11.7 ms] +[INFO ][2026-05-09 20:07:37][app.vjepa.train ][log_stats ] [9, 170] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.43e-04] [mem: 3.28e+04] [iter: 4020.0 ms] [gpu: 3998.0 ms] [data: 11.0 ms] +[INFO ][2026-05-09 20:08:15][app.vjepa.train ][log_stats ] [9, 180] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.44e-04] [mem: 3.28e+04] [iter: 4013.2 ms] [gpu: 3991.8 ms] [data: 10.4 ms] +[INFO ][2026-05-09 20:08:55][app.vjepa.train ][log_stats ] [9, 190] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.45e-04] [mem: 3.28e+04] [iter: 4011.4 ms] [gpu: 3990.5 ms] [data: 9.9 ms] +[INFO ][2026-05-09 20:09:36][app.vjepa.train ][log_stats ] [9, 200] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.47e-04] [mem: 3.28e+04] [iter: 4013.4 ms] [gpu: 3993.0 ms] [data: 9.4 ms] +[INFO ][2026-05-09 20:10:15][app.vjepa.train ][log_stats ] [9, 210] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.48e-04] [mem: 3.28e+04] [iter: 4007.7 ms] [gpu: 3987.7 ms] [data: 9.0 ms] +[INFO ][2026-05-09 20:10:55][app.vjepa.train ][log_stats ] [9, 220] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.49e-04] [mem: 3.28e+04] [iter: 4005.7 ms] [gpu: 3986.1 ms] [data: 8.6 ms] +[INFO ][2026-05-09 20:11:34][app.vjepa.train ][log_stats ] [9, 230] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.51e-04] [mem: 3.28e+04] [iter: 4001.8 ms] [gpu: 3982.5 ms] [data: 8.3 ms] +[INFO ][2026-05-09 20:12:14][app.vjepa.train ][log_stats ] [9, 240] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.52e-04] [mem: 3.28e+04] [iter: 4000.7 ms] [gpu: 3981.8 ms] [data: 7.9 ms] +[INFO ][2026-05-09 20:12:54][app.vjepa.train ][log_stats ] [9, 250] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.53e-04] [mem: 3.28e+04] [iter: 4002.0 ms] [gpu: 3983.3 ms] [data: 7.6 ms] +[INFO ][2026-05-09 20:13:33][app.vjepa.train ][log_stats ] [9, 260] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.55e-04] [mem: 3.28e+04] [iter: 3997.9 ms] [gpu: 3979.6 ms] [data: 7.4 ms] +[INFO ][2026-05-09 20:14:12][app.vjepa.train ][log_stats ] [9, 270] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.56e-04] [mem: 3.28e+04] [iter: 3994.7 ms] [gpu: 3976.6 ms] [data: 7.1 ms] +[INFO ][2026-05-09 20:14:53][app.vjepa.train ][log_stats ] [9, 280] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.57e-04] [mem: 3.28e+04] [iter: 3996.7 ms] [gpu: 3978.9 ms] [data: 6.9 ms] +[INFO ][2026-05-09 20:15:32][app.vjepa.train ][log_stats ] [9, 290] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.59e-04] [mem: 3.28e+04] [iter: 3994.8 ms] [gpu: 3977.1 ms] [data: 6.6 ms] +[INFO ][2026-05-09 20:16:07][app.vjepa.train ][log_stats ] [9, 299] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.60e-04] [mem: 3.28e+04] [iter: 3990.2 ms] [gpu: 3972.7 ms] [data: 6.5 ms] +[INFO ][2026-05-09 20:16:07][app.vjepa.train ][main ] avg. loss 0.551 +[INFO ][2026-05-09 20:16:11][app.vjepa.train ][main ] Epoch 10 +[INFO ][2026-05-09 20:16:53][app.vjepa.train ][log_stats ] [10, 0] loss: 0.552 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.60e-04] [mem: 3.28e+04] [iter: 7290.0 ms] [gpu: 5305.6 ms] [data: 1973.5 ms] +[INFO ][2026-05-09 20:17:34][app.vjepa.train ][log_stats ] [10, 10] loss: 0.550 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.61e-04] [mem: 3.28e+04] [iter: 4346.8 ms] [gpu: 4156.1 ms] [data: 179.7 ms] +[INFO ][2026-05-09 20:18:14][app.vjepa.train ][log_stats ] [10, 20] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.63e-04] [mem: 3.28e+04] [iter: 4210.7 ms] [gpu: 4105.5 ms] [data: 94.3 ms] +[INFO ][2026-05-09 20:18:57][app.vjepa.train ][log_stats ] [10, 30] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.64e-04] [mem: 3.28e+04] [iter: 4246.9 ms] [gpu: 4171.9 ms] [data: 64.0 ms] +[INFO ][2026-05-09 20:19:38][app.vjepa.train ][log_stats ] [10, 40] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.65e-04] [mem: 3.28e+04] [iter: 4211.2 ms] [gpu: 4151.7 ms] [data: 48.5 ms] +[INFO ][2026-05-09 20:20:17][app.vjepa.train ][log_stats ] [10, 50] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.67e-04] [mem: 3.28e+04] [iter: 4148.8 ms] [gpu: 4098.8 ms] [data: 39.1 ms] +[INFO ][2026-05-09 20:20:56][app.vjepa.train ][log_stats ] [10, 60] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.68e-04] [mem: 3.28e+04] [iter: 4105.6 ms] [gpu: 4062.0 ms] [data: 32.7 ms] +[INFO ][2026-05-09 20:21:36][app.vjepa.train ][log_stats ] [10, 70] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.69e-04] [mem: 3.28e+04] [iter: 4084.3 ms] [gpu: 4045.2 ms] [data: 28.2 ms] +[INFO ][2026-05-09 20:22:15][app.vjepa.train ][log_stats ] [10, 80] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.71e-04] [mem: 3.28e+04] [iter: 4062.2 ms] [gpu: 4026.5 ms] [data: 24.7 ms] +[INFO ][2026-05-09 20:22:55][app.vjepa.train ][log_stats ] [10, 90] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.72e-04] [mem: 3.28e+04] [iter: 4056.0 ms] [gpu: 4023.0 ms] [data: 22.0 ms] +[INFO ][2026-05-09 20:23:37][app.vjepa.train ][log_stats ] [10, 100] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.73e-04] [mem: 3.28e+04] [iter: 4075.2 ms] [gpu: 4044.3 ms] [data: 19.9 ms] +[INFO ][2026-05-09 20:24:16][app.vjepa.train ][log_stats ] [10, 110] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.75e-04] [mem: 3.28e+04] [iter: 4054.0 ms] [gpu: 4024.9 ms] [data: 18.1 ms] +[INFO ][2026-05-09 20:24:56][app.vjepa.train ][log_stats ] [10, 120] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.76e-04] [mem: 3.28e+04] [iter: 4052.2 ms] [gpu: 4024.6 ms] [data: 16.7 ms] +[INFO ][2026-05-09 20:25:36][app.vjepa.train ][log_stats ] [10, 130] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.77e-04] [mem: 3.28e+04] [iter: 4044.3 ms] [gpu: 4017.9 ms] [data: 15.4 ms] +[INFO ][2026-05-09 20:26:15][app.vjepa.train ][log_stats ] [10, 140] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.79e-04] [mem: 3.28e+04] [iter: 4035.1 ms] [gpu: 4009.8 ms] [data: 14.4 ms] +[INFO ][2026-05-09 20:26:55][app.vjepa.train ][log_stats ] [10, 150] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.28e+04] [iter: 4035.2 ms] [gpu: 4010.8 ms] [data: 13.4 ms] +[INFO ][2026-05-09 20:27:35][app.vjepa.train ][log_stats ] [10, 160] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.81e-04] [mem: 3.28e+04] [iter: 4030.3 ms] [gpu: 4006.7 ms] [data: 12.6 ms] +[INFO ][2026-05-09 20:28:15][app.vjepa.train ][log_stats ] [10, 170] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.28e+04] [iter: 4027.2 ms] [gpu: 4004.4 ms] [data: 11.9 ms] +[INFO ][2026-05-09 20:28:54][app.vjepa.train ][log_stats ] [10, 180] loss: 0.549 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.28e+04] [iter: 4023.7 ms] [gpu: 4001.4 ms] [data: 11.3 ms] +[INFO ][2026-05-09 20:29:37][app.vjepa.train ][log_stats ] [10, 190] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.28e+04] [iter: 4038.2 ms] [gpu: 4016.5 ms] [data: 10.7 ms] +[INFO ][2026-05-09 20:30:17][app.vjepa.train ][log_stats ] [10, 200] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.28e+04] [iter: 4033.2 ms] [gpu: 4012.1 ms] [data: 10.2 ms] +[INFO ][2026-05-09 20:30:56][app.vjepa.train ][log_stats ] [10, 210] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.28e+04] [iter: 4030.3 ms] [gpu: 4009.6 ms] [data: 9.7 ms] +[INFO ][2026-05-09 20:31:36][app.vjepa.train ][log_stats ] [10, 220] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.28e+04] [iter: 4027.0 ms] [gpu: 4006.7 ms] [data: 9.3 ms] +[INFO ][2026-05-09 20:32:16][app.vjepa.train ][log_stats ] [10, 230] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.28e+04] [iter: 4024.4 ms] [gpu: 4004.5 ms] [data: 8.9 ms] +[INFO ][2026-05-09 20:32:55][app.vjepa.train ][log_stats ] [10, 240] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.28e+04] [iter: 4019.4 ms] [gpu: 3999.8 ms] [data: 8.6 ms] +[INFO ][2026-05-09 20:33:35][app.vjepa.train ][log_stats ] [10, 250] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4021.4 ms] [gpu: 4002.1 ms] [data: 8.2 ms] +[INFO ][2026-05-09 20:34:16][app.vjepa.train ][log_stats ] [10, 260] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4024.4 ms] [gpu: 4005.4 ms] [data: 7.9 ms] +[INFO ][2026-05-09 20:34:55][app.vjepa.train ][log_stats ] [10, 270] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4018.8 ms] [gpu: 4000.2 ms] [data: 7.7 ms] +[INFO ][2026-05-09 20:35:34][app.vjepa.train ][log_stats ] [10, 280] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4013.5 ms] [gpu: 3995.1 ms] [data: 7.4 ms] +[INFO ][2026-05-09 20:36:13][app.vjepa.train ][log_stats ] [10, 290] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4009.9 ms] [gpu: 3991.7 ms] [data: 7.2 ms] +[INFO ][2026-05-09 20:36:50][app.vjepa.train ][log_stats ] [10, 299] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4014.2 ms] [gpu: 3996.3 ms] [data: 7.0 ms] +[INFO ][2026-05-09 20:36:50][app.vjepa.train ][main ] avg. loss 0.548 +[INFO ][2026-05-09 20:36:55][app.vjepa.train ][main ] Running KNN evaluation at epoch 10... +[INFO ][2026-05-09 20:36:55][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ucf101 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-09 20:36:55][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: mean, CLS token: False +[INFO ][2026-05-09 20:36:55][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-09 20:36:55][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 9200 videos across 101 classes +[INFO ][2026-05-09 20:36:55][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 2525 videos across 101 classes +[INFO ][2026-05-09 20:36:55][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 20:36:55][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 20:36:55][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 20:36:55][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 20:36:55][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 36 batches, Val loader: 10 batches +[INFO ][2026-05-09 20:36:55][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-09 20:37:29][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/36 batches +[INFO ][2026-05-09 20:37:57][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 20/36 batches +[INFO ][2026-05-09 20:38:19][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([2300, 1024]) +[INFO ][2026-05-09 20:38:19][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-09 20:38:54][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/10 batches +[INFO ][2026-05-09 20:39:07][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([632, 1024]) +[INFO ][2026-05-09 20:39:07][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([9200, 1024]), val torch.Size([2528, 1024]) +[INFO ][2026-05-09 20:39:07][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ucf101 (pool=mean) Results: Top-1 = 63.49%, Top-5 = 86.79% +[INFO ][2026-05-09 20:39:07][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 10, ucf101): Top-1 = 63.49%, Top-5 = 86.79% +[INFO ][2026-05-09 20:39:08][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ssv2_coarse10 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-09 20:39:08][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: temporal_concat, CLS token: False +[INFO ][2026-05-09 20:39:08][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-09 20:39:08][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 5000 videos across 10 classes +[INFO ][2026-05-09 20:39:08][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 996 videos across 10 classes +[INFO ][2026-05-09 20:39:08][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 20:39:08][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 20:39:08][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 20:39:08][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 20:39:08][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 20 batches, Val loader: 4 batches +[INFO ][2026-05-09 20:39:08][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-09 20:39:50][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/20 batches +[INFO ][2026-05-09 20:40:17][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([1250, 16384]) +[INFO ][2026-05-09 20:40:17][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-09 20:40:27][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/4 batches +[INFO ][2026-05-09 20:40:32][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([249, 16384]) +[INFO ][2026-05-09 20:40:32][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([5000, 16384]), val torch.Size([996, 16384]) +[INFO ][2026-05-09 20:40:32][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 32.13%, Top-5 = 79.02% +[INFO ][2026-05-09 20:40:32][src.utils.knn_eval ][run_knn_eval ] [Linear Probe] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 50.50%, Top-5 = 90.96% +[INFO ][2026-05-09 20:40:32][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 10, ssv2_coarse10_temporal_concat): Top-1 = 32.13%, Top-5 = 79.02% +[INFO ][2026-05-09 20:40:36][app.vjepa.train ][main ] New best Linear SSv2 top-1: 50.50% at epoch 10. Saving best.pt +[INFO ][2026-05-09 20:40:39][app.vjepa.train ][main ] Epoch 11 +[INFO ][2026-05-09 20:41:19][app.vjepa.train ][log_stats ] [11, 0] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 10756.5 ms] [gpu: 8529.3 ms] [data: 2216.3 ms] +[INFO ][2026-05-09 20:41:58][app.vjepa.train ][log_stats ] [11, 10] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4580.4 ms] [gpu: 4367.6 ms] [data: 201.8 ms] +[INFO ][2026-05-09 20:42:43][app.vjepa.train ][log_stats ] [11, 20] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4509.0 ms] [gpu: 4392.1 ms] [data: 105.9 ms] +[INFO ][2026-05-09 20:43:22][app.vjepa.train ][log_stats ] [11, 30] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4327.2 ms] [gpu: 4244.3 ms] [data: 71.9 ms] +[INFO ][2026-05-09 20:44:02][app.vjepa.train ][log_stats ] [11, 40] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4247.1 ms] [gpu: 4181.6 ms] [data: 54.4 ms] +[INFO ][2026-05-09 20:44:42][app.vjepa.train ][log_stats ] [11, 50] loss: 0.547 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4189.9 ms] [gpu: 4135.1 ms] [data: 43.8 ms] +[INFO ][2026-05-09 20:45:21][app.vjepa.train ][log_stats ] [11, 60] loss: 0.547 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4141.7 ms] [gpu: 4094.0 ms] [data: 36.7 ms] +[INFO ][2026-05-09 20:46:01][app.vjepa.train ][log_stats ] [11, 70] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4120.3 ms] [gpu: 4077.7 ms] [data: 31.6 ms] +[INFO ][2026-05-09 20:46:40][app.vjepa.train ][log_stats ] [11, 80] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4095.3 ms] [gpu: 4056.6 ms] [data: 27.8 ms] +[INFO ][2026-05-09 20:47:21][app.vjepa.train ][log_stats ] [11, 90] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4096.9 ms] [gpu: 4061.2 ms] [data: 24.7 ms] +[INFO ][2026-05-09 20:48:01][app.vjepa.train ][log_stats ] [11, 100] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4086.1 ms] [gpu: 4052.8 ms] [data: 22.3 ms] +[INFO ][2026-05-09 20:48:42][app.vjepa.train ][log_stats ] [11, 110] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4084.9 ms] [gpu: 4053.6 ms] [data: 20.4 ms] +[INFO ][2026-05-09 20:49:23][app.vjepa.train ][log_stats ] [11, 120] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4091.2 ms] [gpu: 4061.5 ms] [data: 18.7 ms] +[INFO ][2026-05-09 20:50:02][app.vjepa.train ][log_stats ] [11, 130] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4078.2 ms] [gpu: 4050.0 ms] [data: 17.3 ms] +[INFO ][2026-05-09 20:50:42][app.vjepa.train ][log_stats ] [11, 140] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4070.0 ms] [gpu: 4043.0 ms] [data: 16.1 ms] +[INFO ][2026-05-09 20:51:22][app.vjepa.train ][log_stats ] [11, 150] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4062.9 ms] [gpu: 4036.9 ms] [data: 15.1 ms] +[INFO ][2026-05-09 20:52:00][app.vjepa.train ][log_stats ] [11, 160] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4049.8 ms] [gpu: 4024.7 ms] [data: 14.2 ms] +[INFO ][2026-05-09 20:52:41][app.vjepa.train ][log_stats ] [11, 170] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4051.3 ms] [gpu: 4026.9 ms] [data: 13.4 ms] +[INFO ][2026-05-09 20:53:25][app.vjepa.train ][log_stats ] [11, 180] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4048.6 ms] [gpu: 4025.0 ms] [data: 12.6 ms] +[INFO ][2026-05-09 20:54:04][app.vjepa.train ][log_stats ] [11, 190] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4042.5 ms] [gpu: 4019.5 ms] [data: 12.0 ms] +[INFO ][2026-05-09 20:54:44][app.vjepa.train ][log_stats ] [11, 200] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4041.0 ms] [gpu: 4018.6 ms] [data: 11.4 ms] +[INFO ][2026-05-09 20:55:24][app.vjepa.train ][log_stats ] [11, 210] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4039.2 ms] [gpu: 4017.3 ms] [data: 10.9 ms] +[INFO ][2026-05-09 20:56:04][app.vjepa.train ][log_stats ] [11, 220] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4035.0 ms] [gpu: 4013.6 ms] [data: 10.4 ms] +[INFO ][2026-05-09 20:56:42][app.vjepa.train ][log_stats ] [11, 230] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4027.1 ms] [gpu: 4006.1 ms] [data: 10.0 ms] +[INFO ][2026-05-09 20:57:22][app.vjepa.train ][log_stats ] [11, 240] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4025.9 ms] [gpu: 4005.3 ms] [data: 9.6 ms] +[INFO ][2026-05-09 20:58:02][app.vjepa.train ][log_stats ] [11, 250] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4022.5 ms] [gpu: 4002.3 ms] [data: 9.2 ms] +[INFO ][2026-05-09 20:58:42][app.vjepa.train ][log_stats ] [11, 260] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4022.5 ms] [gpu: 4002.6 ms] [data: 8.9 ms] +[INFO ][2026-05-09 20:59:24][app.vjepa.train ][log_stats ] [11, 270] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4026.8 ms] [gpu: 4007.2 ms] [data: 8.6 ms] +[INFO ][2026-05-09 21:00:04][app.vjepa.train ][log_stats ] [11, 280] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4026.2 ms] [gpu: 4007.0 ms] [data: 8.3 ms] +[INFO ][2026-05-09 21:00:42][app.vjepa.train ][log_stats ] [11, 290] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4020.0 ms] [gpu: 4001.0 ms] [data: 8.0 ms] +[INFO ][2026-05-09 21:01:18][app.vjepa.train ][log_stats ] [11, 299] loss: 0.545 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4018.9 ms] [gpu: 4000.2 ms] [data: 7.8 ms] +[INFO ][2026-05-09 21:01:18][app.vjepa.train ][main ] avg. loss 0.545 +[INFO ][2026-05-09 21:01:21][app.vjepa.train ][main ] Epoch 12 +[INFO ][2026-05-09 21:02:03][app.vjepa.train ][log_stats ] [12, 0] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 7474.1 ms] [gpu: 5544.1 ms] [data: 1919.1 ms] +[INFO ][2026-05-09 21:02:44][app.vjepa.train ][log_stats ] [12, 10] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4382.8 ms] [gpu: 4197.0 ms] [data: 174.8 ms] +[INFO ][2026-05-09 21:03:27][app.vjepa.train ][log_stats ] [12, 20] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4343.1 ms] [gpu: 4240.4 ms] [data: 91.8 ms] +[INFO ][2026-05-09 21:04:06][app.vjepa.train ][log_stats ] [12, 30] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4212.0 ms] [gpu: 4138.8 ms] [data: 62.3 ms] +[INFO ][2026-05-09 21:04:46][app.vjepa.train ][log_stats ] [12, 40] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4158.1 ms] [gpu: 4100.0 ms] [data: 47.2 ms] +[INFO ][2026-05-09 21:05:25][app.vjepa.train ][log_stats ] [12, 50] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4109.7 ms] [gpu: 4060.7 ms] [data: 38.0 ms] +[INFO ][2026-05-09 21:06:05][app.vjepa.train ][log_stats ] [12, 60] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4086.3 ms] [gpu: 4043.4 ms] [data: 31.9 ms] +[INFO ][2026-05-09 21:06:44][app.vjepa.train ][log_stats ] [12, 70] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4055.3 ms] [gpu: 4016.9 ms] [data: 27.4 ms] +[INFO ][2026-05-09 21:07:25][app.vjepa.train ][log_stats ] [12, 80] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4069.9 ms] [gpu: 4034.9 ms] [data: 24.1 ms] +[INFO ][2026-05-09 21:08:06][app.vjepa.train ][log_stats ] [12, 90] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4067.3 ms] [gpu: 4034.9 ms] [data: 21.5 ms] +[INFO ][2026-05-09 21:08:44][app.vjepa.train ][log_stats ] [12, 100] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4046.8 ms] [gpu: 4016.4 ms] [data: 19.4 ms] +[INFO ][2026-05-09 21:09:23][app.vjepa.train ][log_stats ] [12, 110] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4029.3 ms] [gpu: 4000.7 ms] [data: 17.7 ms] +[INFO ][2026-05-09 21:10:03][app.vjepa.train ][log_stats ] [12, 120] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4027.6 ms] [gpu: 4000.4 ms] [data: 16.3 ms] +[INFO ][2026-05-09 21:10:43][app.vjepa.train ][log_stats ] [12, 130] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4025.3 ms] [gpu: 3999.3 ms] [data: 15.1 ms] +[INFO ][2026-05-09 21:11:22][app.vjepa.train ][log_stats ] [12, 140] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4014.8 ms] [gpu: 3989.8 ms] [data: 14.0 ms] +[INFO ][2026-05-09 21:12:01][app.vjepa.train ][log_stats ] [12, 150] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4006.0 ms] [gpu: 3981.9 ms] [data: 13.1 ms] +[INFO ][2026-05-09 21:12:40][app.vjepa.train ][log_stats ] [12, 160] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 4003.5 ms] [gpu: 3980.2 ms] [data: 12.3 ms] +[INFO ][2026-05-09 21:13:20][app.vjepa.train ][log_stats ] [12, 170] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3999.7 ms] [gpu: 3977.1 ms] [data: 11.6 ms] +[INFO ][2026-05-09 21:13:58][app.vjepa.train ][log_stats ] [12, 180] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3991.6 ms] [gpu: 3969.6 ms] [data: 11.0 ms] +[INFO ][2026-05-09 21:14:38][app.vjepa.train ][log_stats ] [12, 190] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3991.0 ms] [gpu: 3969.6 ms] [data: 10.5 ms] +[INFO ][2026-05-09 21:15:17][app.vjepa.train ][log_stats ] [12, 200] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3987.6 ms] [gpu: 3966.6 ms] [data: 10.0 ms] +[INFO ][2026-05-09 21:15:55][app.vjepa.train ][log_stats ] [12, 210] loss: 0.544 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3979.5 ms] [gpu: 3959.0 ms] [data: 9.5 ms] +[INFO ][2026-05-09 21:16:35][app.vjepa.train ][log_stats ] [12, 220] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3977.3 ms] [gpu: 3957.2 ms] [data: 9.1 ms] +[INFO ][2026-05-09 21:17:15][app.vjepa.train ][log_stats ] [12, 230] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3979.9 ms] [gpu: 3960.2 ms] [data: 8.7 ms] +[INFO ][2026-05-09 21:17:55][app.vjepa.train ][log_stats ] [12, 240] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3979.5 ms] [gpu: 3960.2 ms] [data: 8.4 ms] +[INFO ][2026-05-09 21:18:34][app.vjepa.train ][log_stats ] [12, 250] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3978.3 ms] [gpu: 3959.3 ms] [data: 8.1 ms] +[INFO ][2026-05-09 21:19:14][app.vjepa.train ][log_stats ] [12, 260] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3979.3 ms] [gpu: 3960.5 ms] [data: 7.8 ms] +[INFO ][2026-05-09 21:19:54][app.vjepa.train ][log_stats ] [12, 270] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3979.7 ms] [gpu: 3961.2 ms] [data: 7.5 ms] +[INFO ][2026-05-09 21:20:33][app.vjepa.train ][log_stats ] [12, 280] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3976.9 ms] [gpu: 3958.7 ms] [data: 7.2 ms] +[INFO ][2026-05-09 21:21:13][app.vjepa.train ][log_stats ] [12, 290] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3977.1 ms] [gpu: 3959.1 ms] [data: 7.0 ms] +[INFO ][2026-05-09 21:21:49][app.vjepa.train ][log_stats ] [12, 299] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 3978.1 ms] [gpu: 3960.3 ms] [data: 6.8 ms] +[INFO ][2026-05-09 21:21:49][app.vjepa.train ][main ] avg. loss 0.543 +[INFO ][2026-05-09 21:21:51][app.vjepa.train ][main ] Epoch 13 +[INFO ][2026-05-09 21:22:32][app.vjepa.train ][log_stats ] [13, 0] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 5.00e-04] [mem: 3.28e+04] [iter: 7460.8 ms] [gpu: 5492.1 ms] [data: 1957.9 ms] +[INFO ][2026-05-09 21:23:12][app.vjepa.train ][log_stats ] [13, 10] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4319.7 ms] [gpu: 4130.5 ms] [data: 178.3 ms] +[INFO ][2026-05-09 21:23:53][app.vjepa.train ][log_stats ] [13, 20] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4203.9 ms] [gpu: 4099.4 ms] [data: 93.6 ms] +[INFO ][2026-05-09 21:24:34][app.vjepa.train ][log_stats ] [13, 30] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4165.3 ms] [gpu: 4090.8 ms] [data: 63.5 ms] +[INFO ][2026-05-09 21:25:12][app.vjepa.train ][log_stats ] [13, 40] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4097.5 ms] [gpu: 4038.4 ms] [data: 48.1 ms] +[INFO ][2026-05-09 21:25:53][app.vjepa.train ][log_stats ] [13, 50] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4095.7 ms] [gpu: 4045.9 ms] [data: 38.8 ms] +[INFO ][2026-05-09 21:26:33][app.vjepa.train ][log_stats ] [13, 60] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4070.8 ms] [gpu: 4027.4 ms] [data: 32.5 ms] +[INFO ][2026-05-09 21:27:11][app.vjepa.train ][log_stats ] [13, 70] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4040.6 ms] [gpu: 4001.7 ms] [data: 27.9 ms] +[INFO ][2026-05-09 21:27:53][app.vjepa.train ][log_stats ] [13, 80] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4057.2 ms] [gpu: 4021.7 ms] [data: 24.5 ms] +[INFO ][2026-05-09 21:28:32][app.vjepa.train ][log_stats ] [13, 90] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4041.5 ms] [gpu: 4008.6 ms] [data: 21.9 ms] +[INFO ][2026-05-09 21:29:12][app.vjepa.train ][log_stats ] [13, 100] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4038.7 ms] [gpu: 4008.0 ms] [data: 19.8 ms] +[INFO ][2026-05-09 21:29:52][app.vjepa.train ][log_stats ] [13, 110] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4029.7 ms] [gpu: 4000.7 ms] [data: 18.0 ms] +[INFO ][2026-05-09 21:30:32][app.vjepa.train ][log_stats ] [13, 120] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4028.6 ms] [gpu: 4001.0 ms] [data: 16.6 ms] +[INFO ][2026-05-09 21:31:11][app.vjepa.train ][log_stats ] [13, 130] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4021.8 ms] [gpu: 3995.5 ms] [data: 15.3 ms] +[INFO ][2026-05-09 21:31:53][app.vjepa.train ][log_stats ] [13, 140] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4030.8 ms] [gpu: 4005.6 ms] [data: 14.3 ms] +[INFO ][2026-05-09 21:32:33][app.vjepa.train ][log_stats ] [13, 150] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4027.8 ms] [gpu: 4003.5 ms] [data: 13.4 ms] +[INFO ][2026-05-09 21:33:11][app.vjepa.train ][log_stats ] [13, 160] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4017.4 ms] [gpu: 3993.9 ms] [data: 12.6 ms] +[INFO ][2026-05-09 21:33:54][app.vjepa.train ][log_stats ] [13, 170] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4032.5 ms] [gpu: 4009.6 ms] [data: 11.8 ms] +[INFO ][2026-05-09 21:34:33][app.vjepa.train ][log_stats ] [13, 180] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4023.2 ms] [gpu: 4001.0 ms] [data: 11.2 ms] +[INFO ][2026-05-09 21:35:14][app.vjepa.train ][log_stats ] [13, 190] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4030.5 ms] [gpu: 4008.9 ms] [data: 10.6 ms] +[INFO ][2026-05-09 21:35:55][app.vjepa.train ][log_stats ] [13, 200] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4030.3 ms] [gpu: 4009.2 ms] [data: 10.1 ms] +[INFO ][2026-05-09 21:36:37][app.vjepa.train ][log_stats ] [13, 210] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4039.6 ms] [gpu: 4018.9 ms] [data: 9.7 ms] +[INFO ][2026-05-09 21:37:16][app.vjepa.train ][log_stats ] [13, 220] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4033.7 ms] [gpu: 4013.5 ms] [data: 9.3 ms] +[INFO ][2026-05-09 21:37:56][app.vjepa.train ][log_stats ] [13, 230] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4033.1 ms] [gpu: 4013.2 ms] [data: 8.9 ms] +[INFO ][2026-05-09 21:38:36][app.vjepa.train ][log_stats ] [13, 240] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4030.4 ms] [gpu: 4011.0 ms] [data: 8.5 ms] +[INFO ][2026-05-09 21:39:15][app.vjepa.train ][log_stats ] [13, 250] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4025.0 ms] [gpu: 4005.9 ms] [data: 8.2 ms] +[INFO ][2026-05-09 21:39:55][app.vjepa.train ][log_stats ] [13, 260] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4025.1 ms] [gpu: 4006.2 ms] [data: 7.9 ms] +[INFO ][2026-05-09 21:40:36][app.vjepa.train ][log_stats ] [13, 270] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4028.0 ms] [gpu: 4009.4 ms] [data: 7.6 ms] +[INFO ][2026-05-09 21:41:17][app.vjepa.train ][log_stats ] [13, 280] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4028.2 ms] [gpu: 4009.8 ms] [data: 7.4 ms] +[INFO ][2026-05-09 21:41:57][app.vjepa.train ][log_stats ] [13, 290] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4029.3 ms] [gpu: 4011.2 ms] [data: 7.1 ms] +[INFO ][2026-05-09 21:42:33][app.vjepa.train ][log_stats ] [13, 299] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4025.4 ms] [gpu: 4007.5 ms] [data: 6.9 ms] +[INFO ][2026-05-09 21:42:33][app.vjepa.train ][main ] avg. loss 0.541 +[INFO ][2026-05-09 21:42:40][app.vjepa.train ][main ] Epoch 14 +[INFO ][2026-05-09 21:43:22][app.vjepa.train ][log_stats ] [14, 0] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 11699.1 ms] [gpu: 9109.4 ms] [data: 2578.9 ms] +[INFO ][2026-05-09 21:44:04][app.vjepa.train ][log_stats ] [14, 10] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4848.1 ms] [gpu: 4602.3 ms] [data: 234.8 ms] +[INFO ][2026-05-09 21:44:45][app.vjepa.train ][log_stats ] [14, 20] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4469.6 ms] [gpu: 4335.5 ms] [data: 123.2 ms] +[INFO ][2026-05-09 21:45:25][app.vjepa.train ][log_stats ] [14, 30] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4312.9 ms] [gpu: 4218.4 ms] [data: 83.6 ms] +[INFO ][2026-05-09 21:46:04][app.vjepa.train ][log_stats ] [14, 40] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4224.0 ms] [gpu: 4149.7 ms] [data: 63.3 ms] +[INFO ][2026-05-09 21:46:45][app.vjepa.train ][log_stats ] [14, 50] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4193.2 ms] [gpu: 4131.2 ms] [data: 51.0 ms] +[INFO ][2026-05-09 21:47:24][app.vjepa.train ][log_stats ] [14, 60] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4146.1 ms] [gpu: 4092.4 ms] [data: 42.7 ms] +[INFO ][2026-05-09 21:48:05][app.vjepa.train ][log_stats ] [14, 70] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4121.7 ms] [gpu: 4074.1 ms] [data: 36.7 ms] +[INFO ][2026-05-09 21:48:44][app.vjepa.train ][log_stats ] [14, 80] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4101.7 ms] [gpu: 4058.5 ms] [data: 32.2 ms] +[INFO ][2026-05-09 21:49:25][app.vjepa.train ][log_stats ] [14, 90] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4093.3 ms] [gpu: 4053.6 ms] [data: 28.7 ms] +[INFO ][2026-05-09 21:50:04][app.vjepa.train ][log_stats ] [14, 100] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4082.3 ms] [gpu: 4045.4 ms] [data: 25.9 ms] +[INFO ][2026-05-09 21:50:44][app.vjepa.train ][log_stats ] [14, 110] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4074.3 ms] [gpu: 4039.7 ms] [data: 23.6 ms] +[INFO ][2026-05-09 21:51:24][app.vjepa.train ][log_stats ] [14, 120] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4064.1 ms] [gpu: 4031.4 ms] [data: 21.7 ms] +[INFO ][2026-05-09 21:52:03][app.vjepa.train ][log_stats ] [14, 130] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4056.1 ms] [gpu: 4025.0 ms] [data: 20.1 ms] +[INFO ][2026-05-09 21:52:43][app.vjepa.train ][log_stats ] [14, 140] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4049.2 ms] [gpu: 4019.5 ms] [data: 18.7 ms] +[INFO ][2026-05-09 21:53:23][app.vjepa.train ][log_stats ] [14, 150] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.99e-04] [mem: 3.28e+04] [iter: 4047.4 ms] [gpu: 4018.9 ms] [data: 17.5 ms] +[INFO ][2026-05-09 21:54:03][app.vjepa.train ][log_stats ] [14, 160] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4039.9 ms] [gpu: 4012.5 ms] [data: 16.4 ms] +[INFO ][2026-05-09 21:54:42][app.vjepa.train ][log_stats ] [14, 170] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4036.1 ms] [gpu: 4009.7 ms] [data: 15.5 ms] +[INFO ][2026-05-09 21:55:23][app.vjepa.train ][log_stats ] [14, 180] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4029.6 ms] [gpu: 4004.0 ms] [data: 14.6 ms] +[INFO ][2026-05-09 21:56:01][app.vjepa.train ][log_stats ] [14, 190] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4020.6 ms] [gpu: 3995.8 ms] [data: 13.9 ms] +[INFO ][2026-05-09 21:56:40][app.vjepa.train ][log_stats ] [14, 200] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4010.7 ms] [gpu: 3986.5 ms] [data: 13.2 ms] +[INFO ][2026-05-09 21:57:20][app.vjepa.train ][log_stats ] [14, 210] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4009.0 ms] [gpu: 3985.5 ms] [data: 12.6 ms] +[INFO ][2026-05-09 21:58:00][app.vjepa.train ][log_stats ] [14, 220] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4010.9 ms] [gpu: 3987.9 ms] [data: 12.1 ms] +[INFO ][2026-05-09 21:58:40][app.vjepa.train ][log_stats ] [14, 230] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4010.8 ms] [gpu: 3988.3 ms] [data: 11.6 ms] +[INFO ][2026-05-09 21:59:21][app.vjepa.train ][log_stats ] [14, 240] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4012.9 ms] [gpu: 3990.9 ms] [data: 11.1 ms] +[INFO ][2026-05-09 22:00:00][app.vjepa.train ][log_stats ] [14, 250] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4009.8 ms] [gpu: 3988.1 ms] [data: 10.7 ms] +[INFO ][2026-05-09 22:00:40][app.vjepa.train ][log_stats ] [14, 260] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4006.4 ms] [gpu: 3985.1 ms] [data: 10.3 ms] +[INFO ][2026-05-09 22:01:20][app.vjepa.train ][log_stats ] [14, 270] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4004.9 ms] [gpu: 3984.0 ms] [data: 9.9 ms] +[INFO ][2026-05-09 22:01:59][app.vjepa.train ][log_stats ] [14, 280] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4000.5 ms] [gpu: 3980.0 ms] [data: 9.6 ms] +[INFO ][2026-05-09 22:02:39][app.vjepa.train ][log_stats ] [14, 290] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4002.2 ms] [gpu: 3981.9 ms] [data: 9.3 ms] +[INFO ][2026-05-09 22:03:16][app.vjepa.train ][log_stats ] [14, 299] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4002.5 ms] [gpu: 3982.6 ms] [data: 9.0 ms] +[INFO ][2026-05-09 22:03:16][app.vjepa.train ][main ] avg. loss 0.539 +[INFO ][2026-05-09 22:03:19][app.vjepa.train ][main ] Epoch 15 +[INFO ][2026-05-09 22:04:01][app.vjepa.train ][log_stats ] [15, 0] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 10612.2 ms] [gpu: 8501.9 ms] [data: 2099.3 ms] +[INFO ][2026-05-09 22:04:42][app.vjepa.train ][log_stats ] [15, 10] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4659.5 ms] [gpu: 4457.3 ms] [data: 191.2 ms] +[INFO ][2026-05-09 22:05:22][app.vjepa.train ][log_stats ] [15, 20] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4351.9 ms] [gpu: 4240.6 ms] [data: 100.4 ms] +[INFO ][2026-05-09 22:06:01][app.vjepa.train ][log_stats ] [15, 30] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4207.5 ms] [gpu: 4128.4 ms] [data: 68.1 ms] +[INFO ][2026-05-09 22:06:40][app.vjepa.train ][log_stats ] [15, 40] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4129.8 ms] [gpu: 4067.3 ms] [data: 51.6 ms] +[INFO ][2026-05-09 22:07:23][app.vjepa.train ][log_stats ] [15, 50] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4160.4 ms] [gpu: 4107.9 ms] [data: 41.6 ms] +[INFO ][2026-05-09 22:08:01][app.vjepa.train ][log_stats ] [15, 60] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4108.7 ms] [gpu: 4062.9 ms] [data: 34.8 ms] +[INFO ][2026-05-09 22:08:41][app.vjepa.train ][log_stats ] [15, 70] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4088.1 ms] [gpu: 4047.1 ms] [data: 30.0 ms] +[INFO ][2026-05-09 22:09:20][app.vjepa.train ][log_stats ] [15, 80] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4072.5 ms] [gpu: 4035.2 ms] [data: 26.3 ms] +[INFO ][2026-05-09 22:10:00][app.vjepa.train ][log_stats ] [15, 90] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4057.3 ms] [gpu: 4022.8 ms] [data: 23.5 ms] +[INFO ][2026-05-09 22:10:39][app.vjepa.train ][log_stats ] [15, 100] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4050.1 ms] [gpu: 4018.0 ms] [data: 21.2 ms] +[INFO ][2026-05-09 22:11:20][app.vjepa.train ][log_stats ] [15, 110] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4046.6 ms] [gpu: 4016.3 ms] [data: 19.3 ms] +[INFO ][2026-05-09 22:12:00][app.vjepa.train ][log_stats ] [15, 120] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4044.5 ms] [gpu: 4015.8 ms] [data: 17.8 ms] +[INFO ][2026-05-09 22:12:39][app.vjepa.train ][log_stats ] [15, 130] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4033.3 ms] [gpu: 4005.9 ms] [data: 16.4 ms] +[INFO ][2026-05-09 22:13:19][app.vjepa.train ][log_stats ] [15, 140] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4032.6 ms] [gpu: 4006.3 ms] [data: 15.3 ms] +[INFO ][2026-05-09 22:13:57][app.vjepa.train ][log_stats ] [15, 150] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.98e-04] [mem: 3.28e+04] [iter: 4019.8 ms] [gpu: 3994.6 ms] [data: 14.3 ms] +[INFO ][2026-05-09 22:14:37][app.vjepa.train ][log_stats ] [15, 160] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4013.7 ms] [gpu: 3989.3 ms] [data: 13.4 ms] +[INFO ][2026-05-09 22:15:15][app.vjepa.train ][log_stats ] [15, 170] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4005.1 ms] [gpu: 3981.5 ms] [data: 12.7 ms] +[INFO ][2026-05-09 22:15:55][app.vjepa.train ][log_stats ] [15, 180] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4000.8 ms] [gpu: 3977.8 ms] [data: 12.0 ms] +[INFO ][2026-05-09 22:16:33][app.vjepa.train ][log_stats ] [15, 190] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3993.8 ms] [gpu: 3971.4 ms] [data: 11.4 ms] +[INFO ][2026-05-09 22:17:12][app.vjepa.train ][log_stats ] [15, 200] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3989.8 ms] [gpu: 3968.0 ms] [data: 10.8 ms] +[INFO ][2026-05-09 22:17:52][app.vjepa.train ][log_stats ] [15, 210] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3990.0 ms] [gpu: 3968.7 ms] [data: 10.4 ms] +[INFO ][2026-05-09 22:18:33][app.vjepa.train ][log_stats ] [15, 220] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3992.0 ms] [gpu: 3971.2 ms] [data: 9.9 ms] +[INFO ][2026-05-09 22:19:12][app.vjepa.train ][log_stats ] [15, 230] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3987.3 ms] [gpu: 3966.8 ms] [data: 9.5 ms] +[INFO ][2026-05-09 22:19:51][app.vjepa.train ][log_stats ] [15, 240] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3985.7 ms] [gpu: 3965.6 ms] [data: 9.1 ms] +[INFO ][2026-05-09 22:20:32][app.vjepa.train ][log_stats ] [15, 250] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3989.2 ms] [gpu: 3969.5 ms] [data: 8.8 ms] +[INFO ][2026-05-09 22:21:11][app.vjepa.train ][log_stats ] [15, 260] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3985.7 ms] [gpu: 3966.3 ms] [data: 8.5 ms] +[INFO ][2026-05-09 22:21:52][app.vjepa.train ][log_stats ] [15, 270] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3988.5 ms] [gpu: 3969.4 ms] [data: 8.2 ms] +[INFO ][2026-05-09 22:22:31][app.vjepa.train ][log_stats ] [15, 280] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3985.6 ms] [gpu: 3966.7 ms] [data: 7.9 ms] +[INFO ][2026-05-09 22:23:10][app.vjepa.train ][log_stats ] [15, 290] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3982.6 ms] [gpu: 3964.0 ms] [data: 7.6 ms] +[INFO ][2026-05-09 22:23:45][app.vjepa.train ][log_stats ] [15, 299] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 3978.3 ms] [gpu: 3959.9 ms] [data: 7.4 ms] +[INFO ][2026-05-09 22:23:45][app.vjepa.train ][main ] avg. loss 0.540 +[INFO ][2026-05-09 22:23:47][app.vjepa.train ][main ] Running KNN evaluation at epoch 15... +[INFO ][2026-05-09 22:23:47][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ucf101 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-09 22:23:47][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: mean, CLS token: False +[INFO ][2026-05-09 22:23:47][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-09 22:23:47][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 9200 videos across 101 classes +[INFO ][2026-05-09 22:23:47][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 2525 videos across 101 classes +[INFO ][2026-05-09 22:23:47][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 22:23:47][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 22:23:49][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 22:23:49][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 22:23:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 36 batches, Val loader: 10 batches +[INFO ][2026-05-09 22:23:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-09 22:24:22][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/36 batches +[INFO ][2026-05-09 22:24:50][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 20/36 batches +[INFO ][2026-05-09 22:25:12][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([2300, 1024]) +[INFO ][2026-05-09 22:25:12][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-09 22:25:47][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/10 batches +[INFO ][2026-05-09 22:26:00][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([632, 1024]) +[INFO ][2026-05-09 22:26:01][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([9200, 1024]), val torch.Size([2528, 1024]) +[INFO ][2026-05-09 22:26:01][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ucf101 (pool=mean) Results: Top-1 = 64.04%, Top-5 = 87.03% +[INFO ][2026-05-09 22:26:04][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 15, ucf101): Top-1 = 64.04%, Top-5 = 87.03% +[INFO ][2026-05-09 22:26:06][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ssv2_coarse10 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-09 22:26:07][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: temporal_concat, CLS token: False +[INFO ][2026-05-09 22:26:07][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-09 22:26:08][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 5000 videos across 10 classes +[INFO ][2026-05-09 22:26:09][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 996 videos across 10 classes +[INFO ][2026-05-09 22:26:09][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 22:26:09][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 22:26:09][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 22:26:09][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 22:26:09][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 20 batches, Val loader: 4 batches +[INFO ][2026-05-09 22:26:09][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-09 22:26:35][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/20 batches +[INFO ][2026-05-09 22:27:02][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([1250, 16384]) +[INFO ][2026-05-09 22:27:02][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-09 22:27:10][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/4 batches +[INFO ][2026-05-09 22:27:15][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([249, 16384]) +[INFO ][2026-05-09 22:27:15][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([5000, 16384]), val torch.Size([996, 16384]) +[INFO ][2026-05-09 22:27:15][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 32.63%, Top-5 = 79.32% +[INFO ][2026-05-09 22:27:15][src.utils.knn_eval ][run_knn_eval ] [Linear Probe] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 51.61%, Top-5 = 91.37% +[INFO ][2026-05-09 22:27:15][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 15, ssv2_coarse10_temporal_concat): Top-1 = 32.63%, Top-5 = 79.32% +[INFO ][2026-05-09 22:27:17][app.vjepa.train ][main ] New best Linear SSv2 top-1: 51.61% at epoch 15. Saving best.pt +[INFO ][2026-05-09 22:27:21][app.vjepa.train ][main ] Epoch 16 +[INFO ][2026-05-09 22:28:00][app.vjepa.train ][log_stats ] [16, 0] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 9432.6 ms] [gpu: 7205.1 ms] [data: 2216.7 ms] +[INFO ][2026-05-09 22:28:41][app.vjepa.train ][log_stats ] [16, 10] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4554.9 ms] [gpu: 4342.1 ms] [data: 201.9 ms] +[INFO ][2026-05-09 22:29:21][app.vjepa.train ][log_stats ] [16, 20] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4304.1 ms] [gpu: 4187.3 ms] [data: 105.9 ms] +[INFO ][2026-05-09 22:30:00][app.vjepa.train ][log_stats ] [16, 30] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4171.9 ms] [gpu: 4089.0 ms] [data: 71.9 ms] +[INFO ][2026-05-09 22:30:43][app.vjepa.train ][log_stats ] [16, 40] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4206.0 ms] [gpu: 4140.6 ms] [data: 54.4 ms] +[INFO ][2026-05-09 22:31:24][app.vjepa.train ][log_stats ] [16, 50] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4185.9 ms] [gpu: 4131.1 ms] [data: 43.8 ms] +[INFO ][2026-05-09 22:32:04][app.vjepa.train ][log_stats ] [16, 60] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4152.9 ms] [gpu: 4105.2 ms] [data: 36.7 ms] +[INFO ][2026-05-09 22:32:44][app.vjepa.train ][log_stats ] [16, 70] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4129.0 ms] [gpu: 4086.4 ms] [data: 31.6 ms] +[INFO ][2026-05-09 22:33:23][app.vjepa.train ][log_stats ] [16, 80] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4098.3 ms] [gpu: 4059.6 ms] [data: 27.7 ms] +[INFO ][2026-05-09 22:34:06][app.vjepa.train ][log_stats ] [16, 90] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4122.5 ms] [gpu: 4086.8 ms] [data: 24.7 ms] +[INFO ][2026-05-09 22:34:46][app.vjepa.train ][log_stats ] [16, 100] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.97e-04] [mem: 3.28e+04] [iter: 4106.2 ms] [gpu: 4072.9 ms] [data: 22.3 ms] +[INFO ][2026-05-09 22:35:25][app.vjepa.train ][log_stats ] [16, 110] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4095.3 ms] [gpu: 4063.9 ms] [data: 20.3 ms] +[INFO ][2026-05-09 22:36:07][app.vjepa.train ][log_stats ] [16, 120] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4102.7 ms] [gpu: 4073.0 ms] [data: 18.7 ms] +[INFO ][2026-05-09 22:36:47][app.vjepa.train ][log_stats ] [16, 130] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4095.2 ms] [gpu: 4066.9 ms] [data: 17.3 ms] +[INFO ][2026-05-09 22:37:26][app.vjepa.train ][log_stats ] [16, 140] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4078.8 ms] [gpu: 4051.7 ms] [data: 16.1 ms] +[INFO ][2026-05-09 22:38:13][app.vjepa.train ][log_stats ] [16, 150] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4119.2 ms] [gpu: 4093.2 ms] [data: 15.1 ms] +[INFO ][2026-05-09 22:38:53][app.vjepa.train ][log_stats ] [16, 160] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4112.9 ms] [gpu: 4087.8 ms] [data: 14.2 ms] +[INFO ][2026-05-09 22:39:32][app.vjepa.train ][log_stats ] [16, 170] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4100.2 ms] [gpu: 4075.9 ms] [data: 13.4 ms] +[INFO ][2026-05-09 22:40:14][app.vjepa.train ][log_stats ] [16, 180] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4107.7 ms] [gpu: 4084.1 ms] [data: 12.6 ms] +[INFO ][2026-05-09 22:40:56][app.vjepa.train ][log_stats ] [16, 190] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4109.8 ms] [gpu: 4086.8 ms] [data: 12.0 ms] +[INFO ][2026-05-09 22:41:36][app.vjepa.train ][log_stats ] [16, 200] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4104.0 ms] [gpu: 4081.6 ms] [data: 11.4 ms] +[INFO ][2026-05-09 22:42:16][app.vjepa.train ][log_stats ] [16, 210] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4098.4 ms] [gpu: 4076.6 ms] [data: 10.9 ms] +[INFO ][2026-05-09 22:42:57][app.vjepa.train ][log_stats ] [16, 220] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4101.2 ms] [gpu: 4079.8 ms] [data: 10.4 ms] +[INFO ][2026-05-09 22:43:40][app.vjepa.train ][log_stats ] [16, 230] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4108.1 ms] [gpu: 4087.1 ms] [data: 10.0 ms] +[INFO ][2026-05-09 22:44:22][app.vjepa.train ][log_stats ] [16, 240] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4111.1 ms] [gpu: 4090.6 ms] [data: 9.6 ms] +[INFO ][2026-05-09 22:45:00][app.vjepa.train ][log_stats ] [16, 250] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4100.4 ms] [gpu: 4080.2 ms] [data: 9.2 ms] +[INFO ][2026-05-09 22:45:39][app.vjepa.train ][log_stats ] [16, 260] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4093.6 ms] [gpu: 4073.8 ms] [data: 8.9 ms] +[INFO ][2026-05-09 22:46:19][app.vjepa.train ][log_stats ] [16, 270] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4089.8 ms] [gpu: 4070.2 ms] [data: 8.6 ms] +[INFO ][2026-05-09 22:47:01][app.vjepa.train ][log_stats ] [16, 280] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4093.2 ms] [gpu: 4074.0 ms] [data: 8.3 ms] +[INFO ][2026-05-09 22:47:43][app.vjepa.train ][log_stats ] [16, 290] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4095.9 ms] [gpu: 4076.9 ms] [data: 8.0 ms] +[INFO ][2026-05-09 22:48:18][app.vjepa.train ][log_stats ] [16, 299] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4091.0 ms] [gpu: 4072.2 ms] [data: 7.8 ms] +[INFO ][2026-05-09 22:48:18][app.vjepa.train ][main ] avg. loss 0.538 +[INFO ][2026-05-09 22:48:25][app.vjepa.train ][main ] Epoch 17 +[INFO ][2026-05-09 22:49:12][app.vjepa.train ][log_stats ] [17, 0] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 7593.0 ms] [gpu: 4973.8 ms] [data: 2608.2 ms] +[INFO ][2026-05-09 22:49:53][app.vjepa.train ][log_stats ] [17, 10] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4406.7 ms] [gpu: 4158.2 ms] [data: 237.5 ms] +[INFO ][2026-05-09 22:50:34][app.vjepa.train ][log_stats ] [17, 20] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.96e-04] [mem: 3.28e+04] [iter: 4222.4 ms] [gpu: 4086.8 ms] [data: 124.6 ms] +[INFO ][2026-05-09 22:51:12][app.vjepa.train ][log_stats ] [17, 30] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4107.5 ms] [gpu: 4012.0 ms] [data: 84.5 ms] +[INFO ][2026-05-09 22:51:53][app.vjepa.train ][log_stats ] [17, 40] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4091.4 ms] [gpu: 4016.4 ms] [data: 64.0 ms] +[INFO ][2026-05-09 22:52:32][app.vjepa.train ][log_stats ] [17, 50] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4068.9 ms] [gpu: 4006.4 ms] [data: 51.5 ms] +[INFO ][2026-05-09 22:53:11][app.vjepa.train ][log_stats ] [17, 60] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4032.8 ms] [gpu: 3978.7 ms] [data: 43.2 ms] +[INFO ][2026-05-09 22:53:52][app.vjepa.train ][log_stats ] [17, 70] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4031.4 ms] [gpu: 3983.3 ms] [data: 37.1 ms] +[INFO ][2026-05-09 22:54:30][app.vjepa.train ][log_stats ] [17, 80] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4011.7 ms] [gpu: 3968.1 ms] [data: 32.6 ms] +[INFO ][2026-05-09 22:55:10][app.vjepa.train ][log_stats ] [17, 90] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4009.3 ms] [gpu: 3969.3 ms] [data: 29.1 ms] +[INFO ][2026-05-09 22:55:50][app.vjepa.train ][log_stats ] [17, 100] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4002.6 ms] [gpu: 3965.4 ms] [data: 26.2 ms] +[INFO ][2026-05-09 22:56:29][app.vjepa.train ][log_stats ] [17, 110] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 3993.6 ms] [gpu: 3958.8 ms] [data: 23.9 ms] +[INFO ][2026-05-09 22:57:07][app.vjepa.train ][log_stats ] [17, 120] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 3983.0 ms] [gpu: 3950.1 ms] [data: 22.0 ms] +[INFO ][2026-05-09 22:57:46][app.vjepa.train ][log_stats ] [17, 130] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 3977.1 ms] [gpu: 3945.8 ms] [data: 20.3 ms] +[INFO ][2026-05-09 22:58:27][app.vjepa.train ][log_stats ] [17, 140] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 3984.7 ms] [gpu: 3954.8 ms] [data: 18.9 ms] +[INFO ][2026-05-09 22:59:08][app.vjepa.train ][log_stats ] [17, 150] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 3987.9 ms] [gpu: 3959.2 ms] [data: 17.7 ms] +[INFO ][2026-05-09 22:59:47][app.vjepa.train ][log_stats ] [17, 160] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 3983.1 ms] [gpu: 3955.5 ms] [data: 16.6 ms] +[INFO ][2026-05-09 23:00:26][app.vjepa.train ][log_stats ] [17, 170] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 3980.6 ms] [gpu: 3953.9 ms] [data: 15.7 ms] +[INFO ][2026-05-09 23:01:07][app.vjepa.train ][log_stats ] [17, 180] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 3987.4 ms] [gpu: 3961.6 ms] [data: 14.8 ms] +[INFO ][2026-05-09 23:01:51][app.vjepa.train ][log_stats ] [17, 190] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4008.2 ms] [gpu: 3983.2 ms] [data: 14.1 ms] +[INFO ][2026-05-09 23:02:31][app.vjepa.train ][log_stats ] [17, 200] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4005.0 ms] [gpu: 3980.7 ms] [data: 13.4 ms] +[INFO ][2026-05-09 23:03:12][app.vjepa.train ][log_stats ] [17, 210] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.95e-04] [mem: 3.28e+04] [iter: 4012.3 ms] [gpu: 3988.6 ms] [data: 12.8 ms] +[INFO ][2026-05-09 23:03:53][app.vjepa.train ][log_stats ] [17, 220] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4013.2 ms] [gpu: 3990.0 ms] [data: 12.2 ms] +[INFO ][2026-05-09 23:04:40][app.vjepa.train ][log_stats ] [17, 230] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4045.2 ms] [gpu: 4022.6 ms] [data: 11.7 ms] +[INFO ][2026-05-09 23:05:20][app.vjepa.train ][log_stats ] [17, 240] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4042.3 ms] [gpu: 4020.1 ms] [data: 11.2 ms] +[INFO ][2026-05-09 23:05:59][app.vjepa.train ][log_stats ] [17, 250] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4038.4 ms] [gpu: 4016.6 ms] [data: 10.8 ms] +[INFO ][2026-05-09 23:06:40][app.vjepa.train ][log_stats ] [17, 260] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4037.7 ms] [gpu: 4016.4 ms] [data: 10.4 ms] +[INFO ][2026-05-09 23:07:20][app.vjepa.train ][log_stats ] [17, 270] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4039.4 ms] [gpu: 4018.4 ms] [data: 10.0 ms] +[INFO ][2026-05-09 23:08:02][app.vjepa.train ][log_stats ] [17, 280] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4043.8 ms] [gpu: 4023.1 ms] [data: 9.7 ms] +[INFO ][2026-05-09 23:08:42][app.vjepa.train ][log_stats ] [17, 290] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4043.0 ms] [gpu: 4022.7 ms] [data: 9.4 ms] +[INFO ][2026-05-09 23:09:17][app.vjepa.train ][log_stats ] [17, 299] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4036.6 ms] [gpu: 4016.6 ms] [data: 9.1 ms] +[INFO ][2026-05-09 23:09:17][app.vjepa.train ][main ] avg. loss 0.538 +[INFO ][2026-05-09 23:09:18][app.vjepa.train ][main ] Epoch 18 +[INFO ][2026-05-09 23:10:04][app.vjepa.train ][log_stats ] [18, 0] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 12108.3 ms] [gpu: 9780.0 ms] [data: 2317.5 ms] +[INFO ][2026-05-09 23:10:50][app.vjepa.train ][log_stats ] [18, 10] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 5290.1 ms] [gpu: 5068.1 ms] [data: 211.0 ms] +[INFO ][2026-05-09 23:11:31][app.vjepa.train ][log_stats ] [18, 20] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4750.2 ms] [gpu: 4628.5 ms] [data: 110.7 ms] +[INFO ][2026-05-09 23:12:11][app.vjepa.train ][log_stats ] [18, 30] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4494.5 ms] [gpu: 4408.4 ms] [data: 75.1 ms] +[INFO ][2026-05-09 23:12:51][app.vjepa.train ][log_stats ] [18, 40] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4367.8 ms] [gpu: 4299.9 ms] [data: 56.9 ms] +[INFO ][2026-05-09 23:13:31][app.vjepa.train ][log_stats ] [18, 50] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4305.5 ms] [gpu: 4248.7 ms] [data: 45.8 ms] +[INFO ][2026-05-09 23:14:12][app.vjepa.train ][log_stats ] [18, 60] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4264.5 ms] [gpu: 4215.2 ms] [data: 38.4 ms] +[INFO ][2026-05-09 23:14:50][app.vjepa.train ][log_stats ] [18, 70] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4196.3 ms] [gpu: 4152.3 ms] [data: 33.0 ms] +[INFO ][2026-05-09 23:15:27][app.vjepa.train ][log_stats ] [18, 80] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4142.3 ms] [gpu: 4102.3 ms] [data: 29.0 ms] +[INFO ][2026-05-09 23:16:06][app.vjepa.train ][log_stats ] [18, 90] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.94e-04] [mem: 3.28e+04] [iter: 4113.3 ms] [gpu: 4076.5 ms] [data: 25.9 ms] +[INFO ][2026-05-09 23:16:47][app.vjepa.train ][log_stats ] [18, 100] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4112.4 ms] [gpu: 4078.1 ms] [data: 23.3 ms] +[INFO ][2026-05-09 23:17:27][app.vjepa.train ][log_stats ] [18, 110] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4101.1 ms] [gpu: 4068.9 ms] [data: 21.3 ms] +[INFO ][2026-05-09 23:18:06][app.vjepa.train ][log_stats ] [18, 120] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4083.2 ms] [gpu: 4052.7 ms] [data: 19.6 ms] +[INFO ][2026-05-09 23:18:46][app.vjepa.train ][log_stats ] [18, 130] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4076.1 ms] [gpu: 4047.0 ms] [data: 18.1 ms] +[INFO ][2026-05-09 23:19:24][app.vjepa.train ][log_stats ] [18, 140] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4059.0 ms] [gpu: 4031.2 ms] [data: 16.8 ms] +[INFO ][2026-05-09 23:20:04][app.vjepa.train ][log_stats ] [18, 150] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4052.0 ms] [gpu: 4025.3 ms] [data: 15.8 ms] +[INFO ][2026-05-09 23:20:43][app.vjepa.train ][log_stats ] [18, 160] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4045.2 ms] [gpu: 4019.4 ms] [data: 14.8 ms] +[INFO ][2026-05-09 23:21:23][app.vjepa.train ][log_stats ] [18, 170] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4041.3 ms] [gpu: 4016.4 ms] [data: 14.0 ms] +[INFO ][2026-05-09 23:22:03][app.vjepa.train ][log_stats ] [18, 180] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4041.3 ms] [gpu: 4017.1 ms] [data: 13.2 ms] +[INFO ][2026-05-09 23:22:43][app.vjepa.train ][log_stats ] [18, 190] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4038.8 ms] [gpu: 4015.3 ms] [data: 12.5 ms] +[INFO ][2026-05-09 23:23:23][app.vjepa.train ][log_stats ] [18, 200] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.28e+04] [iter: 4033.4 ms] [gpu: 4010.4 ms] [data: 11.9 ms] +[INFO ][2026-05-09 23:24:03][app.vjepa.train ][log_stats ] [18, 210] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.29e+04] [iter: 4032.0 ms] [gpu: 4009.7 ms] [data: 11.4 ms] +[INFO ][2026-05-09 23:24:43][app.vjepa.train ][log_stats ] [18, 220] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.29e+04] [iter: 4031.1 ms] [gpu: 4009.2 ms] [data: 10.9 ms] +[INFO ][2026-05-09 23:25:21][app.vjepa.train ][log_stats ] [18, 230] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.29e+04] [iter: 4023.2 ms] [gpu: 4001.8 ms] [data: 10.4 ms] +[INFO ][2026-05-09 23:26:01][app.vjepa.train ][log_stats ] [18, 240] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.29e+04] [iter: 4022.5 ms] [gpu: 4001.5 ms] [data: 10.0 ms] +[INFO ][2026-05-09 23:26:40][app.vjepa.train ][log_stats ] [18, 250] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.29e+04] [iter: 4015.6 ms] [gpu: 3995.0 ms] [data: 9.6 ms] +[INFO ][2026-05-09 23:27:23][app.vjepa.train ][log_stats ] [18, 260] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.93e-04] [mem: 3.29e+04] [iter: 4025.2 ms] [gpu: 4004.9 ms] [data: 9.3 ms] +[INFO ][2026-05-09 23:28:02][app.vjepa.train ][log_stats ] [18, 270] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4023.5 ms] [gpu: 4003.6 ms] [data: 9.0 ms] +[INFO ][2026-05-09 23:28:42][app.vjepa.train ][log_stats ] [18, 280] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4022.7 ms] [gpu: 4003.1 ms] [data: 8.7 ms] +[INFO ][2026-05-09 23:29:21][app.vjepa.train ][log_stats ] [18, 290] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4017.7 ms] [gpu: 3998.3 ms] [data: 8.4 ms] +[INFO ][2026-05-09 23:29:58][app.vjepa.train ][log_stats ] [18, 299] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4020.8 ms] [gpu: 4001.7 ms] [data: 8.1 ms] +[INFO ][2026-05-09 23:29:58][app.vjepa.train ][main ] avg. loss 0.538 +[INFO ][2026-05-09 23:30:01][app.vjepa.train ][main ] Epoch 19 +[INFO ][2026-05-09 23:30:44][app.vjepa.train ][log_stats ] [19, 0] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 7441.2 ms] [gpu: 4813.2 ms] [data: 2617.0 ms] +[INFO ][2026-05-09 23:31:28][app.vjepa.train ][log_stats ] [19, 10] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4623.7 ms] [gpu: 4374.5 ms] [data: 238.3 ms] +[INFO ][2026-05-09 23:32:09][app.vjepa.train ][log_stats ] [19, 20] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4355.9 ms] [gpu: 4219.9 ms] [data: 125.0 ms] +[INFO ][2026-05-09 23:32:49][app.vjepa.train ][log_stats ] [19, 30] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4259.3 ms] [gpu: 4163.5 ms] [data: 84.8 ms] +[INFO ][2026-05-09 23:33:29][app.vjepa.train ][log_stats ] [19, 40] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4199.5 ms] [gpu: 4124.3 ms] [data: 64.2 ms] +[INFO ][2026-05-09 23:34:09][app.vjepa.train ][log_stats ] [19, 50] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4155.5 ms] [gpu: 4092.8 ms] [data: 51.7 ms] +[INFO ][2026-05-09 23:34:48][app.vjepa.train ][log_stats ] [19, 60] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4107.5 ms] [gpu: 4053.3 ms] [data: 43.3 ms] +[INFO ][2026-05-09 23:35:28][app.vjepa.train ][log_stats ] [19, 70] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4102.2 ms] [gpu: 4054.0 ms] [data: 37.2 ms] +[INFO ][2026-05-09 23:36:07][app.vjepa.train ][log_stats ] [19, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4075.6 ms] [gpu: 4031.9 ms] [data: 32.7 ms] +[INFO ][2026-05-09 23:36:47][app.vjepa.train ][log_stats ] [19, 90] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4061.6 ms] [gpu: 4021.5 ms] [data: 29.1 ms] +[INFO ][2026-05-09 23:37:25][app.vjepa.train ][log_stats ] [19, 100] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4039.3 ms] [gpu: 4002.0 ms] [data: 26.3 ms] +[INFO ][2026-05-09 23:38:04][app.vjepa.train ][log_stats ] [19, 110] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.92e-04] [mem: 3.29e+04] [iter: 4024.1 ms] [gpu: 3989.1 ms] [data: 24.0 ms] +[INFO ][2026-05-09 23:38:44][app.vjepa.train ][log_stats ] [19, 120] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 4020.5 ms] [gpu: 3987.5 ms] [data: 22.0 ms] +[INFO ][2026-05-09 23:39:23][app.vjepa.train ][log_stats ] [19, 130] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 4012.1 ms] [gpu: 3980.8 ms] [data: 20.4 ms] +[INFO ][2026-05-09 23:40:03][app.vjepa.train ][log_stats ] [19, 140] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 4011.4 ms] [gpu: 3981.5 ms] [data: 18.9 ms] +[INFO ][2026-05-09 23:40:42][app.vjepa.train ][log_stats ] [19, 150] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 4005.8 ms] [gpu: 3977.1 ms] [data: 17.7 ms] +[INFO ][2026-05-09 23:41:21][app.vjepa.train ][log_stats ] [19, 160] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 3999.0 ms] [gpu: 3971.4 ms] [data: 16.6 ms] +[INFO ][2026-05-09 23:42:01][app.vjepa.train ][log_stats ] [19, 170] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 3997.2 ms] [gpu: 3970.5 ms] [data: 15.7 ms] +[INFO ][2026-05-09 23:42:40][app.vjepa.train ][log_stats ] [19, 180] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 3991.8 ms] [gpu: 3966.0 ms] [data: 14.8 ms] +[INFO ][2026-05-09 23:43:21][app.vjepa.train ][log_stats ] [19, 190] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 3999.2 ms] [gpu: 3974.2 ms] [data: 14.1 ms] +[INFO ][2026-05-09 23:44:02][app.vjepa.train ][log_stats ] [19, 200] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 4003.8 ms] [gpu: 3979.4 ms] [data: 13.4 ms] +[INFO ][2026-05-09 23:44:41][app.vjepa.train ][log_stats ] [19, 210] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 3999.6 ms] [gpu: 3975.8 ms] [data: 12.8 ms] +[INFO ][2026-05-09 23:45:24][app.vjepa.train ][log_stats ] [19, 220] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 4009.2 ms] [gpu: 3986.0 ms] [data: 12.2 ms] +[INFO ][2026-05-09 23:46:03][app.vjepa.train ][log_stats ] [19, 230] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 4007.0 ms] [gpu: 3984.3 ms] [data: 11.7 ms] +[INFO ][2026-05-09 23:46:42][app.vjepa.train ][log_stats ] [19, 240] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 4002.5 ms] [gpu: 3980.3 ms] [data: 11.3 ms] +[INFO ][2026-05-09 23:47:22][app.vjepa.train ][log_stats ] [19, 250] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.91e-04] [mem: 3.29e+04] [iter: 4000.6 ms] [gpu: 3978.8 ms] [data: 10.8 ms] +[INFO ][2026-05-09 23:48:02][app.vjepa.train ][log_stats ] [19, 260] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 4002.7 ms] [gpu: 3981.4 ms] [data: 10.4 ms] +[INFO ][2026-05-09 23:48:41][app.vjepa.train ][log_stats ] [19, 270] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 3999.3 ms] [gpu: 3978.3 ms] [data: 10.0 ms] +[INFO ][2026-05-09 23:49:21][app.vjepa.train ][log_stats ] [19, 280] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 3997.3 ms] [gpu: 3976.6 ms] [data: 9.7 ms] +[INFO ][2026-05-09 23:50:03][app.vjepa.train ][log_stats ] [19, 290] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 3998.0 ms] [gpu: 3977.6 ms] [data: 9.4 ms] +[INFO ][2026-05-09 23:50:37][app.vjepa.train ][log_stats ] [19, 299] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 3991.8 ms] [gpu: 3971.7 ms] [data: 9.1 ms] +[INFO ][2026-05-09 23:50:37][app.vjepa.train ][main ] avg. loss 0.538 +[INFO ][2026-05-09 23:50:38][app.vjepa.train ][main ] Epoch 20 +[INFO ][2026-05-09 23:51:16][app.vjepa.train ][log_stats ] [20, 0] loss: 0.543 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 7620.9 ms] [gpu: 5449.1 ms] [data: 2161.0 ms] +[INFO ][2026-05-09 23:51:58][app.vjepa.train ][log_stats ] [20, 10] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 4541.1 ms] [gpu: 4333.3 ms] [data: 196.8 ms] +[INFO ][2026-05-09 23:52:39][app.vjepa.train ][log_stats ] [20, 20] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 4319.7 ms] [gpu: 4205.5 ms] [data: 103.3 ms] +[INFO ][2026-05-09 23:53:17][app.vjepa.train ][log_stats ] [20, 30] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 4159.7 ms] [gpu: 4078.7 ms] [data: 70.1 ms] +[INFO ][2026-05-09 23:53:56][app.vjepa.train ][log_stats ] [20, 40] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 4086.5 ms] [gpu: 4022.4 ms] [data: 53.1 ms] +[INFO ][2026-05-09 23:54:35][app.vjepa.train ][log_stats ] [20, 50] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 4059.2 ms] [gpu: 4005.5 ms] [data: 42.7 ms] +[INFO ][2026-05-09 23:55:14][app.vjepa.train ][log_stats ] [20, 60] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 4023.3 ms] [gpu: 3976.5 ms] [data: 35.8 ms] +[INFO ][2026-05-09 23:55:52][app.vjepa.train ][log_stats ] [20, 70] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 4001.1 ms] [gpu: 3959.3 ms] [data: 30.8 ms] +[INFO ][2026-05-09 23:56:32][app.vjepa.train ][log_stats ] [20, 80] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 3998.8 ms] [gpu: 3960.8 ms] [data: 27.0 ms] +[INFO ][2026-05-09 23:57:12][app.vjepa.train ][log_stats ] [20, 90] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.90e-04] [mem: 3.29e+04] [iter: 4000.9 ms] [gpu: 3965.8 ms] [data: 24.1 ms] +[INFO ][2026-05-09 23:57:52][app.vjepa.train ][log_stats ] [20, 100] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 3993.8 ms] [gpu: 3961.0 ms] [data: 21.8 ms] +[INFO ][2026-05-09 23:58:32][app.vjepa.train ][log_stats ] [20, 110] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 3996.2 ms] [gpu: 3965.4 ms] [data: 19.8 ms] +[INFO ][2026-05-09 23:59:14][app.vjepa.train ][log_stats ] [20, 120] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 4012.3 ms] [gpu: 3983.1 ms] [data: 18.2 ms] +[INFO ][2026-05-09 23:59:54][app.vjepa.train ][log_stats ] [20, 130] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 4017.0 ms] [gpu: 3989.2 ms] [data: 16.9 ms] +[INFO ][2026-05-10 00:00:33][app.vjepa.train ][log_stats ] [20, 140] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 4006.5 ms] [gpu: 3979.8 ms] [data: 15.7 ms] +[INFO ][2026-05-10 00:01:13][app.vjepa.train ][log_stats ] [20, 150] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 3996.0 ms] [gpu: 3970.4 ms] [data: 14.7 ms] +[INFO ][2026-05-10 00:01:53][app.vjepa.train ][log_stats ] [20, 160] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 4000.3 ms] [gpu: 3975.6 ms] [data: 13.8 ms] +[INFO ][2026-05-10 00:02:32][app.vjepa.train ][log_stats ] [20, 170] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 3994.3 ms] [gpu: 3970.3 ms] [data: 13.0 ms] +[INFO ][2026-05-10 00:03:12][app.vjepa.train ][log_stats ] [20, 180] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 3991.0 ms] [gpu: 3967.7 ms] [data: 12.3 ms] +[INFO ][2026-05-10 00:03:51][app.vjepa.train ][log_stats ] [20, 190] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 3985.2 ms] [gpu: 3962.5 ms] [data: 11.7 ms] +[INFO ][2026-05-10 00:04:30][app.vjepa.train ][log_stats ] [20, 200] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 3982.6 ms] [gpu: 3960.5 ms] [data: 11.1 ms] +[INFO ][2026-05-10 00:05:10][app.vjepa.train ][log_stats ] [20, 210] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 3982.4 ms] [gpu: 3960.8 ms] [data: 10.6 ms] +[INFO ][2026-05-10 00:05:51][app.vjepa.train ][log_stats ] [20, 220] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.89e-04] [mem: 3.29e+04] [iter: 3986.2 ms] [gpu: 3965.1 ms] [data: 10.2 ms] +[INFO ][2026-05-10 00:06:30][app.vjepa.train ][log_stats ] [20, 230] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 3984.6 ms] [gpu: 3963.9 ms] [data: 9.7 ms] +[INFO ][2026-05-10 00:07:10][app.vjepa.train ][log_stats ] [20, 240] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 3984.3 ms] [gpu: 3964.0 ms] [data: 9.4 ms] +[INFO ][2026-05-10 00:07:50][app.vjepa.train ][log_stats ] [20, 250] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 3983.0 ms] [gpu: 3963.0 ms] [data: 9.0 ms] +[INFO ][2026-05-10 00:08:29][app.vjepa.train ][log_stats ] [20, 260] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 3979.6 ms] [gpu: 3959.9 ms] [data: 8.7 ms] +[INFO ][2026-05-10 00:09:09][app.vjepa.train ][log_stats ] [20, 270] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 3982.6 ms] [gpu: 3963.3 ms] [data: 8.4 ms] +[INFO ][2026-05-10 00:09:50][app.vjepa.train ][log_stats ] [20, 280] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 3985.6 ms] [gpu: 3966.5 ms] [data: 8.1 ms] +[INFO ][2026-05-10 00:10:30][app.vjepa.train ][log_stats ] [20, 290] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 3985.3 ms] [gpu: 3966.5 ms] [data: 7.8 ms] +[INFO ][2026-05-10 00:11:05][app.vjepa.train ][log_stats ] [20, 299] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 3983.9 ms] [gpu: 3965.4 ms] [data: 7.6 ms] +[INFO ][2026-05-10 00:11:05][app.vjepa.train ][main ] avg. loss 0.538 +[INFO ][2026-05-10 00:11:11][app.vjepa.train ][main ] Running KNN evaluation at epoch 20... +[INFO ][2026-05-10 00:11:12][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ucf101 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 00:11:12][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: mean, CLS token: False +[INFO ][2026-05-10 00:11:12][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 00:11:12][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 9200 videos across 101 classes +[INFO ][2026-05-10 00:11:12][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 2525 videos across 101 classes +[INFO ][2026-05-10 00:11:12][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 00:11:12][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 00:11:12][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 00:11:12][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 00:11:12][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 36 batches, Val loader: 10 batches +[INFO ][2026-05-10 00:11:12][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 00:11:40][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/36 batches +[INFO ][2026-05-10 00:12:08][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 20/36 batches +[INFO ][2026-05-10 00:12:30][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([2300, 1024]) +[INFO ][2026-05-10 00:12:30][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 00:13:01][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/10 batches +[INFO ][2026-05-10 00:13:14][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([632, 1024]) +[INFO ][2026-05-10 00:13:14][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([9200, 1024]), val torch.Size([2528, 1024]) +[INFO ][2026-05-10 00:13:14][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ucf101 (pool=mean) Results: Top-1 = 64.83%, Top-5 = 87.38% +[INFO ][2026-05-10 00:13:14][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 20, ucf101): Top-1 = 64.83%, Top-5 = 87.38% +[INFO ][2026-05-10 00:13:14][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ssv2_coarse10 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 00:13:14][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: temporal_concat, CLS token: False +[INFO ][2026-05-10 00:13:14][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 00:13:15][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 5000 videos across 10 classes +[INFO ][2026-05-10 00:13:15][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 996 videos across 10 classes +[INFO ][2026-05-10 00:13:15][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 00:13:15][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 00:13:15][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 00:13:15][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 00:13:15][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 20 batches, Val loader: 4 batches +[INFO ][2026-05-10 00:13:15][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 00:13:44][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/20 batches +[INFO ][2026-05-10 00:14:11][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([1250, 16384]) +[INFO ][2026-05-10 00:14:11][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 00:14:21][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/4 batches +[INFO ][2026-05-10 00:14:26][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([249, 16384]) +[INFO ][2026-05-10 00:14:27][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([5000, 16384]), val torch.Size([996, 16384]) +[INFO ][2026-05-10 00:14:27][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 32.63%, Top-5 = 81.02% +[INFO ][2026-05-10 00:14:27][src.utils.knn_eval ][run_knn_eval ] [Linear Probe] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 51.41%, Top-5 = 91.06% +[INFO ][2026-05-10 00:14:27][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 20, ssv2_coarse10_temporal_concat): Top-1 = 32.63%, Top-5 = 81.02% +[INFO ][2026-05-10 00:14:27][app.vjepa.train ][main ] Epoch 21 +[INFO ][2026-05-10 00:15:05][app.vjepa.train ][log_stats ] [21, 0] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 7561.4 ms] [gpu: 4982.6 ms] [data: 2572.6 ms] +[INFO ][2026-05-10 00:15:45][app.vjepa.train ][log_stats ] [21, 10] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 4337.2 ms] [gpu: 4092.4 ms] [data: 234.3 ms] +[INFO ][2026-05-10 00:16:26][app.vjepa.train ][log_stats ] [21, 20] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 4217.2 ms] [gpu: 4083.5 ms] [data: 122.9 ms] +[INFO ][2026-05-10 00:17:05][app.vjepa.train ][log_stats ] [21, 30] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 4136.2 ms] [gpu: 4042.0 ms] [data: 83.4 ms] +[INFO ][2026-05-10 00:17:49][app.vjepa.train ][log_stats ] [21, 40] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 4190.8 ms] [gpu: 4116.8 ms] [data: 63.1 ms] +[INFO ][2026-05-10 00:18:31][app.vjepa.train ][log_stats ] [21, 50] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.88e-04] [mem: 3.29e+04] [iter: 4193.7 ms] [gpu: 4132.0 ms] [data: 50.8 ms] +[INFO ][2026-05-10 00:19:13][app.vjepa.train ][log_stats ] [21, 60] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4191.1 ms] [gpu: 4137.6 ms] [data: 42.6 ms] +[INFO ][2026-05-10 00:19:53][app.vjepa.train ][log_stats ] [21, 70] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4165.7 ms] [gpu: 4118.2 ms] [data: 36.6 ms] +[INFO ][2026-05-10 00:20:33][app.vjepa.train ][log_stats ] [21, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4145.0 ms] [gpu: 4101.9 ms] [data: 32.2 ms] +[INFO ][2026-05-10 00:21:13][app.vjepa.train ][log_stats ] [21, 90] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4130.7 ms] [gpu: 4091.1 ms] [data: 28.7 ms] +[INFO ][2026-05-10 00:21:54][app.vjepa.train ][log_stats ] [21, 100] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4130.0 ms] [gpu: 4093.2 ms] [data: 25.9 ms] +[INFO ][2026-05-10 00:22:33][app.vjepa.train ][log_stats ] [21, 110] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4110.4 ms] [gpu: 4075.9 ms] [data: 23.6 ms] +[INFO ][2026-05-10 00:23:12][app.vjepa.train ][log_stats ] [21, 120] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4089.5 ms] [gpu: 4057.0 ms] [data: 21.6 ms] +[INFO ][2026-05-10 00:23:51][app.vjepa.train ][log_stats ] [21, 130] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4071.6 ms] [gpu: 4040.6 ms] [data: 20.0 ms] +[INFO ][2026-05-10 00:24:31][app.vjepa.train ][log_stats ] [21, 140] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4072.2 ms] [gpu: 4042.7 ms] [data: 18.6 ms] +[INFO ][2026-05-10 00:25:11][app.vjepa.train ][log_stats ] [21, 150] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4063.8 ms] [gpu: 4035.5 ms] [data: 17.4 ms] +[INFO ][2026-05-10 00:25:52][app.vjepa.train ][log_stats ] [21, 160] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4067.9 ms] [gpu: 4040.6 ms] [data: 16.4 ms] +[INFO ][2026-05-10 00:26:32][app.vjepa.train ][log_stats ] [21, 170] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.87e-04] [mem: 3.29e+04] [iter: 4060.5 ms] [gpu: 4034.1 ms] [data: 15.4 ms] +[INFO ][2026-05-10 00:27:12][app.vjepa.train ][log_stats ] [21, 180] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4058.3 ms] [gpu: 4032.7 ms] [data: 14.6 ms] +[INFO ][2026-05-10 00:27:51][app.vjepa.train ][log_stats ] [21, 190] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4049.5 ms] [gpu: 4024.7 ms] [data: 13.9 ms] +[INFO ][2026-05-10 00:28:32][app.vjepa.train ][log_stats ] [21, 200] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4051.2 ms] [gpu: 4027.0 ms] [data: 13.2 ms] +[INFO ][2026-05-10 00:29:11][app.vjepa.train ][log_stats ] [21, 210] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4046.5 ms] [gpu: 4023.0 ms] [data: 12.6 ms] +[INFO ][2026-05-10 00:29:51][app.vjepa.train ][log_stats ] [21, 220] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4043.4 ms] [gpu: 4020.4 ms] [data: 12.0 ms] +[INFO ][2026-05-10 00:30:32][app.vjepa.train ][log_stats ] [21, 230] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4045.0 ms] [gpu: 4022.5 ms] [data: 11.5 ms] +[INFO ][2026-05-10 00:31:12][app.vjepa.train ][log_stats ] [21, 240] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4043.0 ms] [gpu: 4021.0 ms] [data: 11.1 ms] +[INFO ][2026-05-10 00:31:51][app.vjepa.train ][log_stats ] [21, 250] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4038.5 ms] [gpu: 4016.9 ms] [data: 10.7 ms] +[INFO ][2026-05-10 00:32:31][app.vjepa.train ][log_stats ] [21, 260] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4034.3 ms] [gpu: 4013.1 ms] [data: 10.3 ms] +[INFO ][2026-05-10 00:33:10][app.vjepa.train ][log_stats ] [21, 270] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4029.2 ms] [gpu: 4008.4 ms] [data: 9.9 ms] +[INFO ][2026-05-10 00:33:50][app.vjepa.train ][log_stats ] [21, 280] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4029.0 ms] [gpu: 4008.4 ms] [data: 9.6 ms] +[INFO ][2026-05-10 00:34:31][app.vjepa.train ][log_stats ] [21, 290] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.86e-04] [mem: 3.29e+04] [iter: 4030.5 ms] [gpu: 4010.3 ms] [data: 9.2 ms] +[INFO ][2026-05-10 00:35:07][app.vjepa.train ][log_stats ] [21, 299] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 4031.3 ms] [gpu: 4011.3 ms] [data: 9.0 ms] +[INFO ][2026-05-10 00:35:07][app.vjepa.train ][main ] avg. loss 0.538 +[INFO ][2026-05-10 00:35:11][app.vjepa.train ][main ] Epoch 22 +[INFO ][2026-05-10 00:35:58][app.vjepa.train ][log_stats ] [22, 0] loss: 0.546 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 6674.6 ms] [gpu: 4573.9 ms] [data: 2089.8 ms] +[INFO ][2026-05-10 00:36:40][app.vjepa.train ][log_stats ] [22, 10] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 4390.8 ms] [gpu: 4189.6 ms] [data: 190.3 ms] +[INFO ][2026-05-10 00:37:22][app.vjepa.train ][log_stats ] [22, 20] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 4311.4 ms] [gpu: 4200.6 ms] [data: 99.9 ms] +[INFO ][2026-05-10 00:38:02][app.vjepa.train ][log_stats ] [22, 30] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 4199.9 ms] [gpu: 4121.2 ms] [data: 67.8 ms] +[INFO ][2026-05-10 00:38:41][app.vjepa.train ][log_stats ] [22, 40] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 4133.6 ms] [gpu: 4071.3 ms] [data: 51.3 ms] +[INFO ][2026-05-10 00:39:21][app.vjepa.train ][log_stats ] [22, 50] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 4100.7 ms] [gpu: 4048.3 ms] [data: 41.4 ms] +[INFO ][2026-05-10 00:40:01][app.vjepa.train ][log_stats ] [22, 60] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 4085.9 ms] [gpu: 4040.3 ms] [data: 34.6 ms] +[INFO ][2026-05-10 00:40:40][app.vjepa.train ][log_stats ] [22, 70] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 4062.7 ms] [gpu: 4021.9 ms] [data: 29.8 ms] +[INFO ][2026-05-10 00:41:19][app.vjepa.train ][log_stats ] [22, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 4047.5 ms] [gpu: 4010.4 ms] [data: 26.2 ms] +[INFO ][2026-05-10 00:41:59][app.vjepa.train ][log_stats ] [22, 90] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 4034.3 ms] [gpu: 4000.0 ms] [data: 23.3 ms] +[INFO ][2026-05-10 00:42:38][app.vjepa.train ][log_stats ] [22, 100] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.85e-04] [mem: 3.29e+04] [iter: 4025.7 ms] [gpu: 3993.7 ms] [data: 21.1 ms] +[INFO ][2026-05-10 00:43:19][app.vjepa.train ][log_stats ] [22, 110] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.29e+04] [iter: 4026.7 ms] [gpu: 3996.5 ms] [data: 19.2 ms] +[INFO ][2026-05-10 00:43:58][app.vjepa.train ][log_stats ] [22, 120] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.29e+04] [iter: 4021.9 ms] [gpu: 3993.3 ms] [data: 17.7 ms] +[INFO ][2026-05-10 00:44:38][app.vjepa.train ][log_stats ] [22, 130] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.29e+04] [iter: 4015.1 ms] [gpu: 3987.8 ms] [data: 16.3 ms] +[INFO ][2026-05-10 00:45:18][app.vjepa.train ][log_stats ] [22, 140] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.29e+04] [iter: 4014.6 ms] [gpu: 3988.4 ms] [data: 15.2 ms] +[INFO ][2026-05-10 00:45:59][app.vjepa.train ][log_stats ] [22, 150] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.29e+04] [iter: 4017.0 ms] [gpu: 3991.8 ms] [data: 14.2 ms] +[INFO ][2026-05-10 00:46:38][app.vjepa.train ][log_stats ] [22, 160] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.29e+04] [iter: 4012.6 ms] [gpu: 3988.3 ms] [data: 13.4 ms] +[INFO ][2026-05-10 00:47:17][app.vjepa.train ][log_stats ] [22, 170] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.29e+04] [iter: 4006.2 ms] [gpu: 3982.6 ms] [data: 12.6 ms] +[INFO ][2026-05-10 00:47:57][app.vjepa.train ][log_stats ] [22, 180] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.29e+04] [iter: 4006.5 ms] [gpu: 3983.6 ms] [data: 11.9 ms] +[INFO ][2026-05-10 00:48:41][app.vjepa.train ][log_stats ] [22, 190] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.29e+04] [iter: 4016.0 ms] [gpu: 3993.7 ms] [data: 11.3 ms] +[INFO ][2026-05-10 00:49:21][app.vjepa.train ][log_stats ] [22, 200] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.29e+04] [iter: 4017.5 ms] [gpu: 3995.8 ms] [data: 10.8 ms] +[INFO ][2026-05-10 00:50:01][app.vjepa.train ][log_stats ] [22, 210] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.84e-04] [mem: 3.29e+04] [iter: 4016.2 ms] [gpu: 3995.0 ms] [data: 10.3 ms] +[INFO ][2026-05-10 00:50:40][app.vjepa.train ][log_stats ] [22, 220] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 4008.3 ms] [gpu: 3987.5 ms] [data: 9.8 ms] +[INFO ][2026-05-10 00:51:21][app.vjepa.train ][log_stats ] [22, 230] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 4011.2 ms] [gpu: 3990.8 ms] [data: 9.4 ms] +[INFO ][2026-05-10 00:51:59][app.vjepa.train ][log_stats ] [22, 240] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 4005.6 ms] [gpu: 3985.6 ms] [data: 9.1 ms] +[INFO ][2026-05-10 00:52:40][app.vjepa.train ][log_stats ] [22, 250] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 4009.7 ms] [gpu: 3990.0 ms] [data: 8.7 ms] +[INFO ][2026-05-10 00:53:21][app.vjepa.train ][log_stats ] [22, 260] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 4009.6 ms] [gpu: 3990.2 ms] [data: 8.4 ms] +[INFO ][2026-05-10 00:54:00][app.vjepa.train ][log_stats ] [22, 270] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 4005.6 ms] [gpu: 3986.6 ms] [data: 8.1 ms] +[INFO ][2026-05-10 00:54:39][app.vjepa.train ][log_stats ] [22, 280] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 4002.8 ms] [gpu: 3984.0 ms] [data: 7.8 ms] +[INFO ][2026-05-10 00:55:20][app.vjepa.train ][log_stats ] [22, 290] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 4006.5 ms] [gpu: 3988.0 ms] [data: 7.6 ms] +[INFO ][2026-05-10 00:55:56][app.vjepa.train ][log_stats ] [22, 299] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 4005.2 ms] [gpu: 3986.9 ms] [data: 7.4 ms] +[INFO ][2026-05-10 00:55:56][app.vjepa.train ][main ] avg. loss 0.537 +[INFO ][2026-05-10 00:56:00][app.vjepa.train ][main ] Epoch 23 +[INFO ][2026-05-10 00:56:38][app.vjepa.train ][log_stats ] [23, 0] loss: 0.547 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 8409.6 ms] [gpu: 5846.6 ms] [data: 2552.0 ms] +[INFO ][2026-05-10 00:57:18][app.vjepa.train ][log_stats ] [23, 10] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 4396.2 ms] [gpu: 4152.8 ms] [data: 232.4 ms] +[INFO ][2026-05-10 00:57:58][app.vjepa.train ][log_stats ] [23, 20] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.83e-04] [mem: 3.29e+04] [iter: 4221.5 ms] [gpu: 4088.6 ms] [data: 121.9 ms] +[INFO ][2026-05-10 00:58:40][app.vjepa.train ][log_stats ] [23, 30] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.82e-04] [mem: 3.29e+04] [iter: 4205.6 ms] [gpu: 4111.9 ms] [data: 82.7 ms] +[INFO ][2026-05-10 00:59:22][app.vjepa.train ][log_stats ] [23, 40] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.82e-04] [mem: 3.29e+04] [iter: 4199.0 ms] [gpu: 4125.3 ms] [data: 62.7 ms] +[INFO ][2026-05-10 01:00:01][app.vjepa.train ][log_stats ] [23, 50] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.82e-04] [mem: 3.29e+04] [iter: 4137.8 ms] [gpu: 4076.4 ms] [data: 50.5 ms] +[INFO ][2026-05-10 01:00:40][app.vjepa.train ][log_stats ] [23, 60] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.82e-04] [mem: 3.29e+04] [iter: 4097.9 ms] [gpu: 4044.7 ms] [data: 42.3 ms] +[INFO ][2026-05-10 01:01:20][app.vjepa.train ][log_stats ] [23, 70] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.82e-04] [mem: 3.29e+04] [iter: 4080.8 ms] [gpu: 4033.5 ms] [data: 36.4 ms] +[INFO ][2026-05-10 01:02:00][app.vjepa.train ][log_stats ] [23, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.82e-04] [mem: 3.29e+04] [iter: 4070.0 ms] [gpu: 4027.1 ms] [data: 31.9 ms] +[INFO ][2026-05-10 01:02:42][app.vjepa.train ][log_stats ] [23, 90] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.82e-04] [mem: 3.29e+04] [iter: 4085.4 ms] [gpu: 4046.0 ms] [data: 28.5 ms] +[INFO ][2026-05-10 01:03:21][app.vjepa.train ][log_stats ] [23, 100] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.82e-04] [mem: 3.29e+04] [iter: 4072.0 ms] [gpu: 4035.4 ms] [data: 25.7 ms] +[INFO ][2026-05-10 01:04:00][app.vjepa.train ][log_stats ] [23, 110] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.82e-04] [mem: 3.29e+04] [iter: 4054.6 ms] [gpu: 4020.2 ms] [data: 23.4 ms] +[INFO ][2026-05-10 01:04:40][app.vjepa.train ][log_stats ] [23, 120] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.82e-04] [mem: 3.29e+04] [iter: 4041.0 ms] [gpu: 4008.5 ms] [data: 21.5 ms] +[INFO ][2026-05-10 01:05:18][app.vjepa.train ][log_stats ] [23, 130] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.81e-04] [mem: 3.29e+04] [iter: 4028.5 ms] [gpu: 3997.6 ms] [data: 19.9 ms] +[INFO ][2026-05-10 01:05:58][app.vjepa.train ][log_stats ] [23, 140] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.81e-04] [mem: 3.29e+04] [iter: 4025.2 ms] [gpu: 3995.7 ms] [data: 18.5 ms] +[INFO ][2026-05-10 01:06:37][app.vjepa.train ][log_stats ] [23, 150] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.81e-04] [mem: 3.29e+04] [iter: 4016.0 ms] [gpu: 3987.7 ms] [data: 17.3 ms] +[INFO ][2026-05-10 01:07:16][app.vjepa.train ][log_stats ] [23, 160] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.81e-04] [mem: 3.29e+04] [iter: 4009.0 ms] [gpu: 3981.8 ms] [data: 16.3 ms] +[INFO ][2026-05-10 01:07:56][app.vjepa.train ][log_stats ] [23, 170] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.81e-04] [mem: 3.29e+04] [iter: 4010.6 ms] [gpu: 3984.3 ms] [data: 15.3 ms] +[INFO ][2026-05-10 01:08:35][app.vjepa.train ][log_stats ] [23, 180] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.81e-04] [mem: 3.29e+04] [iter: 4001.7 ms] [gpu: 3976.2 ms] [data: 14.5 ms] +[INFO ][2026-05-10 01:09:15][app.vjepa.train ][log_stats ] [23, 190] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.81e-04] [mem: 3.29e+04] [iter: 4001.4 ms] [gpu: 3976.7 ms] [data: 13.8 ms] +[INFO ][2026-05-10 01:09:54][app.vjepa.train ][log_stats ] [23, 200] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.81e-04] [mem: 3.29e+04] [iter: 3996.3 ms] [gpu: 3972.3 ms] [data: 13.1 ms] +[INFO ][2026-05-10 01:10:36][app.vjepa.train ][log_stats ] [23, 210] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.81e-04] [mem: 3.29e+04] [iter: 4008.5 ms] [gpu: 3985.0 ms] [data: 12.5 ms] +[INFO ][2026-05-10 01:11:15][app.vjepa.train ][log_stats ] [23, 220] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.81e-04] [mem: 3.29e+04] [iter: 4002.4 ms] [gpu: 3979.5 ms] [data: 12.0 ms] +[INFO ][2026-05-10 01:11:55][app.vjepa.train ][log_stats ] [23, 230] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.29e+04] [iter: 4001.8 ms] [gpu: 3979.3 ms] [data: 11.5 ms] +[INFO ][2026-05-10 01:12:34][app.vjepa.train ][log_stats ] [23, 240] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.29e+04] [iter: 3997.4 ms] [gpu: 3975.5 ms] [data: 11.0 ms] +[INFO ][2026-05-10 01:13:16][app.vjepa.train ][log_stats ] [23, 250] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.29e+04] [iter: 4003.5 ms] [gpu: 3981.9 ms] [data: 10.6 ms] +[INFO ][2026-05-10 01:13:54][app.vjepa.train ][log_stats ] [23, 260] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.29e+04] [iter: 3997.5 ms] [gpu: 3976.3 ms] [data: 10.2 ms] +[INFO ][2026-05-10 01:14:34][app.vjepa.train ][log_stats ] [23, 270] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.29e+04] [iter: 3997.1 ms] [gpu: 3976.3 ms] [data: 9.8 ms] +[INFO ][2026-05-10 01:15:13][app.vjepa.train ][log_stats ] [23, 280] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.29e+04] [iter: 3994.6 ms] [gpu: 3974.1 ms] [data: 9.5 ms] +[INFO ][2026-05-10 01:15:53][app.vjepa.train ][log_stats ] [23, 290] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.29e+04] [iter: 3995.4 ms] [gpu: 3975.2 ms] [data: 9.2 ms] +[INFO ][2026-05-10 01:16:32][app.vjepa.train ][log_stats ] [23, 299] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.29e+04] [iter: 4005.5 ms] [gpu: 3985.6 ms] [data: 8.9 ms] +[INFO ][2026-05-10 01:16:32][app.vjepa.train ][main ] avg. loss 0.538 +[INFO ][2026-05-10 01:16:37][app.vjepa.train ][main ] Epoch 24 +[INFO ][2026-05-10 01:17:14][app.vjepa.train ][log_stats ] [24, 0] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.29e+04] [iter: 7774.4 ms] [gpu: 5543.8 ms] [data: 2219.7 ms] +[INFO ][2026-05-10 01:17:55][app.vjepa.train ][log_stats ] [24, 10] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.29e+04] [iter: 4386.8 ms] [gpu: 4173.7 ms] [data: 202.1 ms] +[INFO ][2026-05-10 01:18:36][app.vjepa.train ][log_stats ] [24, 20] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.80e-04] [mem: 3.29e+04] [iter: 4278.0 ms] [gpu: 4161.0 ms] [data: 106.1 ms] +[INFO ][2026-05-10 01:19:15][app.vjepa.train ][log_stats ] [24, 30] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.79e-04] [mem: 3.29e+04] [iter: 4151.9 ms] [gpu: 4068.9 ms] [data: 72.0 ms] +[INFO ][2026-05-10 01:20:03][app.vjepa.train ][log_stats ] [24, 40] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.79e-04] [mem: 3.29e+04] [iter: 4301.2 ms] [gpu: 4235.7 ms] [data: 54.5 ms] +[INFO ][2026-05-10 01:20:42][app.vjepa.train ][log_stats ] [24, 50] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.79e-04] [mem: 3.29e+04] [iter: 4223.7 ms] [gpu: 4168.8 ms] [data: 43.9 ms] +[INFO ][2026-05-10 01:21:22][app.vjepa.train ][log_stats ] [24, 60] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.79e-04] [mem: 3.29e+04] [iter: 4181.8 ms] [gpu: 4134.1 ms] [data: 36.8 ms] +[INFO ][2026-05-10 01:22:02][app.vjepa.train ][log_stats ] [24, 70] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.79e-04] [mem: 3.29e+04] [iter: 4165.1 ms] [gpu: 4122.5 ms] [data: 31.7 ms] +[INFO ][2026-05-10 01:22:41][app.vjepa.train ][log_stats ] [24, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.79e-04] [mem: 3.29e+04] [iter: 4123.7 ms] [gpu: 4085.0 ms] [data: 27.8 ms] +[INFO ][2026-05-10 01:23:20][app.vjepa.train ][log_stats ] [24, 90] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.79e-04] [mem: 3.29e+04] [iter: 4106.8 ms] [gpu: 4071.1 ms] [data: 24.8 ms] +[INFO ][2026-05-10 01:24:00][app.vjepa.train ][log_stats ] [24, 100] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.79e-04] [mem: 3.29e+04] [iter: 4091.6 ms] [gpu: 4058.3 ms] [data: 22.4 ms] +[INFO ][2026-05-10 01:24:39][app.vjepa.train ][log_stats ] [24, 110] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.79e-04] [mem: 3.29e+04] [iter: 4073.3 ms] [gpu: 4041.9 ms] [data: 20.4 ms] +[INFO ][2026-05-10 01:25:18][app.vjepa.train ][log_stats ] [24, 120] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.79e-04] [mem: 3.29e+04] [iter: 4062.2 ms] [gpu: 4032.5 ms] [data: 18.7 ms] +[INFO ][2026-05-10 01:25:58][app.vjepa.train ][log_stats ] [24, 130] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.78e-04] [mem: 3.29e+04] [iter: 4053.4 ms] [gpu: 4025.1 ms] [data: 17.3 ms] +[INFO ][2026-05-10 01:26:38][app.vjepa.train ][log_stats ] [24, 140] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.78e-04] [mem: 3.29e+04] [iter: 4052.9 ms] [gpu: 4025.8 ms] [data: 16.1 ms] +[INFO ][2026-05-10 01:27:18][app.vjepa.train ][log_stats ] [24, 150] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.78e-04] [mem: 3.29e+04] [iter: 4050.0 ms] [gpu: 4024.0 ms] [data: 15.1 ms] +[INFO ][2026-05-10 01:27:58][app.vjepa.train ][log_stats ] [24, 160] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.78e-04] [mem: 3.29e+04] [iter: 4045.5 ms] [gpu: 4020.3 ms] [data: 14.2 ms] +[INFO ][2026-05-10 01:28:38][app.vjepa.train ][log_stats ] [24, 170] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.78e-04] [mem: 3.29e+04] [iter: 4039.3 ms] [gpu: 4015.0 ms] [data: 13.4 ms] +[INFO ][2026-05-10 01:29:17][app.vjepa.train ][log_stats ] [24, 180] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.78e-04] [mem: 3.29e+04] [iter: 4035.1 ms] [gpu: 4011.4 ms] [data: 12.7 ms] +[INFO ][2026-05-10 01:29:56][app.vjepa.train ][log_stats ] [24, 190] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.78e-04] [mem: 3.29e+04] [iter: 4026.8 ms] [gpu: 4003.8 ms] [data: 12.0 ms] +[INFO ][2026-05-10 01:30:36][app.vjepa.train ][log_stats ] [24, 200] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.78e-04] [mem: 3.29e+04] [iter: 4025.1 ms] [gpu: 4002.7 ms] [data: 11.4 ms] +[INFO ][2026-05-10 01:31:16][app.vjepa.train ][log_stats ] [24, 210] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.78e-04] [mem: 3.29e+04] [iter: 4023.9 ms] [gpu: 4002.0 ms] [data: 10.9 ms] +[INFO ][2026-05-10 01:31:56][app.vjepa.train ][log_stats ] [24, 220] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.77e-04] [mem: 3.29e+04] [iter: 4023.7 ms] [gpu: 4002.3 ms] [data: 10.4 ms] +[INFO ][2026-05-10 01:32:38][app.vjepa.train ][log_stats ] [24, 230] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.77e-04] [mem: 3.29e+04] [iter: 4021.9 ms] [gpu: 4001.0 ms] [data: 10.0 ms] +[INFO ][2026-05-10 01:33:17][app.vjepa.train ][log_stats ] [24, 240] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.77e-04] [mem: 3.29e+04] [iter: 4016.7 ms] [gpu: 3996.2 ms] [data: 9.6 ms] +[INFO ][2026-05-10 01:33:56][app.vjepa.train ][log_stats ] [24, 250] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.77e-04] [mem: 3.29e+04] [iter: 4013.6 ms] [gpu: 3993.4 ms] [data: 9.2 ms] +[INFO ][2026-05-10 01:34:39][app.vjepa.train ][log_stats ] [24, 260] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.77e-04] [mem: 3.29e+04] [iter: 4022.1 ms] [gpu: 4002.2 ms] [data: 8.9 ms] +[INFO ][2026-05-10 01:35:19][app.vjepa.train ][log_stats ] [24, 270] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.77e-04] [mem: 3.29e+04] [iter: 4021.2 ms] [gpu: 4001.6 ms] [data: 8.6 ms] +[INFO ][2026-05-10 01:35:58][app.vjepa.train ][log_stats ] [24, 280] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.77e-04] [mem: 3.29e+04] [iter: 4017.2 ms] [gpu: 3997.9 ms] [data: 8.3 ms] +[INFO ][2026-05-10 01:36:40][app.vjepa.train ][log_stats ] [24, 290] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.77e-04] [mem: 3.29e+04] [iter: 4025.2 ms] [gpu: 4006.2 ms] [data: 8.0 ms] +[INFO ][2026-05-10 01:37:15][app.vjepa.train ][log_stats ] [24, 299] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.77e-04] [mem: 3.29e+04] [iter: 4019.4 ms] [gpu: 4000.6 ms] [data: 7.8 ms] +[INFO ][2026-05-10 01:37:15][app.vjepa.train ][main ] avg. loss 0.538 +[INFO ][2026-05-10 01:37:17][app.vjepa.train ][main ] Epoch 25 +[INFO ][2026-05-10 01:37:57][app.vjepa.train ][log_stats ] [25, 0] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.77e-04] [mem: 3.29e+04] [iter: 7195.1 ms] [gpu: 4241.6 ms] [data: 2942.6 ms] +[INFO ][2026-05-10 01:38:37][app.vjepa.train ][log_stats ] [25, 10] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.76e-04] [mem: 3.29e+04] [iter: 4343.9 ms] [gpu: 4065.1 ms] [data: 267.9 ms] +[INFO ][2026-05-10 01:39:18][app.vjepa.train ][log_stats ] [25, 20] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.76e-04] [mem: 3.29e+04] [iter: 4195.3 ms] [gpu: 4043.9 ms] [data: 140.5 ms] +[INFO ][2026-05-10 01:39:59][app.vjepa.train ][log_stats ] [25, 30] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.76e-04] [mem: 3.29e+04] [iter: 4164.0 ms] [gpu: 4057.7 ms] [data: 95.3 ms] +[INFO ][2026-05-10 01:40:38][app.vjepa.train ][log_stats ] [25, 40] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.76e-04] [mem: 3.29e+04] [iter: 4097.7 ms] [gpu: 4014.6 ms] [data: 72.2 ms] +[INFO ][2026-05-10 01:41:17][app.vjepa.train ][log_stats ] [25, 50] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.76e-04] [mem: 3.29e+04] [iter: 4066.2 ms] [gpu: 3997.1 ms] [data: 58.1 ms] +[INFO ][2026-05-10 01:41:58][app.vjepa.train ][log_stats ] [25, 60] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.76e-04] [mem: 3.29e+04] [iter: 4069.7 ms] [gpu: 4010.1 ms] [data: 48.6 ms] +[INFO ][2026-05-10 01:42:38][app.vjepa.train ][log_stats ] [25, 70] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.76e-04] [mem: 3.29e+04] [iter: 4055.3 ms] [gpu: 4002.5 ms] [data: 41.8 ms] +[INFO ][2026-05-10 01:43:17][app.vjepa.train ][log_stats ] [25, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.76e-04] [mem: 3.29e+04] [iter: 4045.8 ms] [gpu: 3998.1 ms] [data: 36.7 ms] +[INFO ][2026-05-10 01:43:58][app.vjepa.train ][log_stats ] [25, 90] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.76e-04] [mem: 3.29e+04] [iter: 4050.2 ms] [gpu: 4006.5 ms] [data: 32.7 ms] +[INFO ][2026-05-10 01:44:40][app.vjepa.train ][log_stats ] [25, 100] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.75e-04] [mem: 3.29e+04] [iter: 4060.0 ms] [gpu: 4019.5 ms] [data: 29.5 ms] +[INFO ][2026-05-10 01:45:20][app.vjepa.train ][log_stats ] [25, 110] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.75e-04] [mem: 3.29e+04] [iter: 4057.9 ms] [gpu: 4020.0 ms] [data: 26.9 ms] +[INFO ][2026-05-10 01:46:00][app.vjepa.train ][log_stats ] [25, 120] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.75e-04] [mem: 3.29e+04] [iter: 4051.1 ms] [gpu: 4015.4 ms] [data: 24.7 ms] +[INFO ][2026-05-10 01:46:40][app.vjepa.train ][log_stats ] [25, 130] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.75e-04] [mem: 3.29e+04] [iter: 4046.2 ms] [gpu: 4012.4 ms] [data: 22.9 ms] +[INFO ][2026-05-10 01:47:19][app.vjepa.train ][log_stats ] [25, 140] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.75e-04] [mem: 3.29e+04] [iter: 4036.7 ms] [gpu: 4004.5 ms] [data: 21.3 ms] +[INFO ][2026-05-10 01:47:59][app.vjepa.train ][log_stats ] [25, 150] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.75e-04] [mem: 3.29e+04] [iter: 4031.9 ms] [gpu: 4001.0 ms] [data: 19.9 ms] +[INFO ][2026-05-10 01:48:38][app.vjepa.train ][log_stats ] [25, 160] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.75e-04] [mem: 3.29e+04] [iter: 4028.1 ms] [gpu: 3998.5 ms] [data: 18.7 ms] +[INFO ][2026-05-10 01:49:18][app.vjepa.train ][log_stats ] [25, 170] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.75e-04] [mem: 3.29e+04] [iter: 4025.6 ms] [gpu: 3997.0 ms] [data: 17.6 ms] +[INFO ][2026-05-10 01:49:58][app.vjepa.train ][log_stats ] [25, 180] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.75e-04] [mem: 3.29e+04] [iter: 4020.2 ms] [gpu: 3992.6 ms] [data: 16.7 ms] +[INFO ][2026-05-10 01:50:36][app.vjepa.train ][log_stats ] [25, 190] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.74e-04] [mem: 3.29e+04] [iter: 4011.5 ms] [gpu: 3984.8 ms] [data: 15.8 ms] +[INFO ][2026-05-10 01:51:18][app.vjepa.train ][log_stats ] [25, 200] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.74e-04] [mem: 3.29e+04] [iter: 4018.9 ms] [gpu: 3992.9 ms] [data: 15.0 ms] +[INFO ][2026-05-10 01:51:59][app.vjepa.train ][log_stats ] [25, 210] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.74e-04] [mem: 3.29e+04] [iter: 4025.1 ms] [gpu: 3999.8 ms] [data: 14.3 ms] +[INFO ][2026-05-10 01:52:39][app.vjepa.train ][log_stats ] [25, 220] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.74e-04] [mem: 3.29e+04] [iter: 4023.6 ms] [gpu: 3998.9 ms] [data: 13.7 ms] +[INFO ][2026-05-10 01:53:20][app.vjepa.train ][log_stats ] [25, 230] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.74e-04] [mem: 3.29e+04] [iter: 4022.4 ms] [gpu: 3998.3 ms] [data: 13.1 ms] +[INFO ][2026-05-10 01:53:59][app.vjepa.train ][log_stats ] [25, 240] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.74e-04] [mem: 3.29e+04] [iter: 4018.1 ms] [gpu: 3994.5 ms] [data: 12.6 ms] +[INFO ][2026-05-10 01:54:40][app.vjepa.train ][log_stats ] [25, 250] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.74e-04] [mem: 3.29e+04] [iter: 4021.4 ms] [gpu: 3998.3 ms] [data: 12.1 ms] +[INFO ][2026-05-10 01:55:20][app.vjepa.train ][log_stats ] [25, 260] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.74e-04] [mem: 3.29e+04] [iter: 4021.0 ms] [gpu: 3998.4 ms] [data: 11.7 ms] +[INFO ][2026-05-10 01:56:00][app.vjepa.train ][log_stats ] [25, 270] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.74e-04] [mem: 3.29e+04] [iter: 4020.6 ms] [gpu: 3998.3 ms] [data: 11.3 ms] +[INFO ][2026-05-10 01:56:40][app.vjepa.train ][log_stats ] [25, 280] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.73e-04] [mem: 3.29e+04] [iter: 4019.9 ms] [gpu: 3998.1 ms] [data: 10.9 ms] +[INFO ][2026-05-10 01:57:22][app.vjepa.train ][log_stats ] [25, 290] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.73e-04] [mem: 3.29e+04] [iter: 4025.3 ms] [gpu: 4003.8 ms] [data: 10.5 ms] +[INFO ][2026-05-10 01:58:00][app.vjepa.train ][log_stats ] [25, 299] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.73e-04] [mem: 3.29e+04] [iter: 4031.5 ms] [gpu: 4010.4 ms] [data: 10.2 ms] +[INFO ][2026-05-10 01:58:00][app.vjepa.train ][main ] avg. loss 0.537 +[INFO ][2026-05-10 01:58:04][app.vjepa.train ][main ] Running KNN evaluation at epoch 25... +[INFO ][2026-05-10 01:58:04][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ucf101 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 01:58:04][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: mean, CLS token: False +[INFO ][2026-05-10 01:58:04][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 01:58:04][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 9200 videos across 101 classes +[INFO ][2026-05-10 01:58:04][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 2525 videos across 101 classes +[INFO ][2026-05-10 01:58:04][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 01:58:04][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 01:58:04][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 01:58:04][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 01:58:04][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 36 batches, Val loader: 10 batches +[INFO ][2026-05-10 01:58:04][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 01:58:32][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/36 batches +[INFO ][2026-05-10 01:59:01][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 20/36 batches +[INFO ][2026-05-10 01:59:22][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([2300, 1024]) +[INFO ][2026-05-10 01:59:22][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 01:59:56][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/10 batches +[INFO ][2026-05-10 02:00:09][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([632, 1024]) +[INFO ][2026-05-10 02:00:09][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([9200, 1024]), val torch.Size([2528, 1024]) +[INFO ][2026-05-10 02:00:09][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ucf101 (pool=mean) Results: Top-1 = 64.60%, Top-5 = 87.18% +[INFO ][2026-05-10 02:00:09][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 25, ucf101): Top-1 = 64.60%, Top-5 = 87.18% +[INFO ][2026-05-10 02:00:10][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ssv2_coarse10 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 02:00:10][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: temporal_concat, CLS token: False +[INFO ][2026-05-10 02:00:10][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 02:00:10][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 5000 videos across 10 classes +[INFO ][2026-05-10 02:00:10][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 996 videos across 10 classes +[INFO ][2026-05-10 02:00:10][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 02:00:10][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 02:00:10][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 02:00:10][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 02:00:10][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 20 batches, Val loader: 4 batches +[INFO ][2026-05-10 02:00:10][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 02:00:37][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/20 batches +[INFO ][2026-05-10 02:01:04][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([1250, 16384]) +[INFO ][2026-05-10 02:01:04][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 02:01:15][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/4 batches +[INFO ][2026-05-10 02:01:19][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([249, 16384]) +[INFO ][2026-05-10 02:01:20][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([5000, 16384]), val torch.Size([996, 16384]) +[INFO ][2026-05-10 02:01:20][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 33.84%, Top-5 = 79.32% +[INFO ][2026-05-10 02:01:20][src.utils.knn_eval ][run_knn_eval ] [Linear Probe] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 50.90%, Top-5 = 90.76% +[INFO ][2026-05-10 02:01:20][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 25, ssv2_coarse10_temporal_concat): Top-1 = 33.84%, Top-5 = 79.32% +[INFO ][2026-05-10 02:01:20][app.vjepa.train ][main ] Epoch 26 +[INFO ][2026-05-10 02:01:58][app.vjepa.train ][log_stats ] [26, 0] loss: 0.529 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.73e-04] [mem: 3.29e+04] [iter: 7568.5 ms] [gpu: 5300.1 ms] [data: 2257.4 ms] +[INFO ][2026-05-10 02:02:38][app.vjepa.train ][log_stats ] [26, 10] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.73e-04] [mem: 3.29e+04] [iter: 4317.0 ms] [gpu: 4100.4 ms] [data: 205.6 ms] +[INFO ][2026-05-10 02:03:19][app.vjepa.train ][log_stats ] [26, 20] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.73e-04] [mem: 3.29e+04] [iter: 4210.2 ms] [gpu: 4091.4 ms] [data: 107.9 ms] +[INFO ][2026-05-10 02:04:02][app.vjepa.train ][log_stats ] [26, 30] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.73e-04] [mem: 3.29e+04] [iter: 4228.5 ms] [gpu: 4144.4 ms] [data: 73.2 ms] +[INFO ][2026-05-10 02:04:41][app.vjepa.train ][log_stats ] [26, 40] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.73e-04] [mem: 3.29e+04] [iter: 4164.2 ms] [gpu: 4097.8 ms] [data: 55.4 ms] +[INFO ][2026-05-10 02:05:21][app.vjepa.train ][log_stats ] [26, 50] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.73e-04] [mem: 3.29e+04] [iter: 4124.7 ms] [gpu: 4069.1 ms] [data: 44.6 ms] +[INFO ][2026-05-10 02:06:02][app.vjepa.train ][log_stats ] [26, 60] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.72e-04] [mem: 3.29e+04] [iter: 4121.2 ms] [gpu: 4072.8 ms] [data: 37.4 ms] +[INFO ][2026-05-10 02:06:42][app.vjepa.train ][log_stats ] [26, 70] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.72e-04] [mem: 3.29e+04] [iter: 4105.8 ms] [gpu: 4062.7 ms] [data: 32.2 ms] +[INFO ][2026-05-10 02:07:22][app.vjepa.train ][log_stats ] [26, 80] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.72e-04] [mem: 3.29e+04] [iter: 4089.6 ms] [gpu: 4050.4 ms] [data: 28.3 ms] +[INFO ][2026-05-10 02:08:02][app.vjepa.train ][log_stats ] [26, 90] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.72e-04] [mem: 3.29e+04] [iter: 4076.5 ms] [gpu: 4040.3 ms] [data: 25.2 ms] +[INFO ][2026-05-10 02:08:41][app.vjepa.train ][log_stats ] [26, 100] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.72e-04] [mem: 3.29e+04] [iter: 4057.1 ms] [gpu: 4023.4 ms] [data: 22.7 ms] +[INFO ][2026-05-10 02:09:19][app.vjepa.train ][log_stats ] [26, 110] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.72e-04] [mem: 3.29e+04] [iter: 4041.2 ms] [gpu: 4009.5 ms] [data: 20.7 ms] +[INFO ][2026-05-10 02:09:59][app.vjepa.train ][log_stats ] [26, 120] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.72e-04] [mem: 3.29e+04] [iter: 4032.7 ms] [gpu: 4002.6 ms] [data: 19.1 ms] +[INFO ][2026-05-10 02:10:38][app.vjepa.train ][log_stats ] [26, 130] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.72e-04] [mem: 3.29e+04] [iter: 4027.6 ms] [gpu: 3999.0 ms] [data: 17.7 ms] +[INFO ][2026-05-10 02:11:17][app.vjepa.train ][log_stats ] [26, 140] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.72e-04] [mem: 3.29e+04] [iter: 4015.1 ms] [gpu: 3987.7 ms] [data: 16.4 ms] +[INFO ][2026-05-10 02:11:59][app.vjepa.train ][log_stats ] [26, 150] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.71e-04] [mem: 3.29e+04] [iter: 4026.1 ms] [gpu: 3999.7 ms] [data: 15.4 ms] +[INFO ][2026-05-10 02:12:38][app.vjepa.train ][log_stats ] [26, 160] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.71e-04] [mem: 3.29e+04] [iter: 4017.0 ms] [gpu: 3991.6 ms] [data: 14.5 ms] +[INFO ][2026-05-10 02:13:18][app.vjepa.train ][log_stats ] [26, 170] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.71e-04] [mem: 3.29e+04] [iter: 4020.4 ms] [gpu: 3995.8 ms] [data: 13.6 ms] +[INFO ][2026-05-10 02:14:00][app.vjepa.train ][log_stats ] [26, 180] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.71e-04] [mem: 3.29e+04] [iter: 4026.1 ms] [gpu: 4002.2 ms] [data: 12.9 ms] +[INFO ][2026-05-10 02:14:39][app.vjepa.train ][log_stats ] [26, 190] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.71e-04] [mem: 3.29e+04] [iter: 4021.1 ms] [gpu: 3997.9 ms] [data: 12.2 ms] +[INFO ][2026-05-10 02:15:19][app.vjepa.train ][log_stats ] [26, 200] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.71e-04] [mem: 3.29e+04] [iter: 4018.7 ms] [gpu: 3996.0 ms] [data: 11.7 ms] +[INFO ][2026-05-10 02:15:58][app.vjepa.train ][log_stats ] [26, 210] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.71e-04] [mem: 3.29e+04] [iter: 4012.4 ms] [gpu: 3990.3 ms] [data: 11.1 ms] +[INFO ][2026-05-10 02:16:39][app.vjepa.train ][log_stats ] [26, 220] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.71e-04] [mem: 3.29e+04] [iter: 4016.9 ms] [gpu: 3995.2 ms] [data: 10.6 ms] +[INFO ][2026-05-10 02:17:19][app.vjepa.train ][log_stats ] [26, 230] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.70e-04] [mem: 3.29e+04] [iter: 4015.7 ms] [gpu: 3994.5 ms] [data: 10.2 ms] +[INFO ][2026-05-10 02:17:59][app.vjepa.train ][log_stats ] [26, 240] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.70e-04] [mem: 3.29e+04] [iter: 4015.6 ms] [gpu: 3994.8 ms] [data: 9.8 ms] +[INFO ][2026-05-10 02:18:38][app.vjepa.train ][log_stats ] [26, 250] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.70e-04] [mem: 3.29e+04] [iter: 4011.4 ms] [gpu: 3991.0 ms] [data: 9.4 ms] +[INFO ][2026-05-10 02:19:18][app.vjepa.train ][log_stats ] [26, 260] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.70e-04] [mem: 3.29e+04] [iter: 4012.8 ms] [gpu: 3992.8 ms] [data: 9.1 ms] +[INFO ][2026-05-10 02:19:58][app.vjepa.train ][log_stats ] [26, 270] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.70e-04] [mem: 3.29e+04] [iter: 4010.9 ms] [gpu: 3991.2 ms] [data: 8.7 ms] +[INFO ][2026-05-10 02:20:37][app.vjepa.train ][log_stats ] [26, 280] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.70e-04] [mem: 3.29e+04] [iter: 4008.2 ms] [gpu: 3988.8 ms] [data: 8.4 ms] +[INFO ][2026-05-10 02:21:17][app.vjepa.train ][log_stats ] [26, 290] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.70e-04] [mem: 3.29e+04] [iter: 4006.5 ms] [gpu: 3987.4 ms] [data: 8.2 ms] +[INFO ][2026-05-10 02:21:52][app.vjepa.train ][log_stats ] [26, 299] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.70e-04] [mem: 3.29e+04] [iter: 4003.2 ms] [gpu: 3984.3 ms] [data: 7.9 ms] +[INFO ][2026-05-10 02:21:52][app.vjepa.train ][main ] avg. loss 0.537 +[INFO ][2026-05-10 02:21:59][app.vjepa.train ][main ] Epoch 27 +[INFO ][2026-05-10 02:22:44][app.vjepa.train ][log_stats ] [27, 0] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.70e-04] [mem: 3.29e+04] [iter: 7100.9 ms] [gpu: 5200.6 ms] [data: 1889.6 ms] +[INFO ][2026-05-10 02:23:25][app.vjepa.train ][log_stats ] [27, 10] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.69e-04] [mem: 3.29e+04] [iter: 4334.7 ms] [gpu: 4151.6 ms] [data: 172.1 ms] +[INFO ][2026-05-10 02:24:07][app.vjepa.train ][log_stats ] [27, 20] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.69e-04] [mem: 3.29e+04] [iter: 4268.0 ms] [gpu: 4166.7 ms] [data: 90.3 ms] +[INFO ][2026-05-10 02:24:48][app.vjepa.train ][log_stats ] [27, 30] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.69e-04] [mem: 3.29e+04] [iter: 4203.9 ms] [gpu: 4131.6 ms] [data: 61.3 ms] +[INFO ][2026-05-10 02:25:27][app.vjepa.train ][log_stats ] [27, 40] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.69e-04] [mem: 3.29e+04] [iter: 4143.6 ms] [gpu: 4086.1 ms] [data: 46.5 ms] +[INFO ][2026-05-10 02:26:08][app.vjepa.train ][log_stats ] [27, 50] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.69e-04] [mem: 3.29e+04] [iter: 4121.2 ms] [gpu: 4072.8 ms] [data: 37.4 ms] +[INFO ][2026-05-10 02:26:47][app.vjepa.train ][log_stats ] [27, 60] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.69e-04] [mem: 3.29e+04] [iter: 4090.0 ms] [gpu: 4047.6 ms] [data: 31.4 ms] +[INFO ][2026-05-10 02:27:27][app.vjepa.train ][log_stats ] [27, 70] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.69e-04] [mem: 3.29e+04] [iter: 4074.8 ms] [gpu: 4036.8 ms] [data: 27.0 ms] +[INFO ][2026-05-10 02:28:07][app.vjepa.train ][log_stats ] [27, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.69e-04] [mem: 3.29e+04] [iter: 4064.9 ms] [gpu: 4030.2 ms] [data: 23.7 ms] +[INFO ][2026-05-10 02:28:46][app.vjepa.train ][log_stats ] [27, 90] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.68e-04] [mem: 3.29e+04] [iter: 4050.2 ms] [gpu: 4018.0 ms] [data: 21.2 ms] +[INFO ][2026-05-10 02:29:25][app.vjepa.train ][log_stats ] [27, 100] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.68e-04] [mem: 3.29e+04] [iter: 4038.3 ms] [gpu: 4008.2 ms] [data: 19.1 ms] +[INFO ][2026-05-10 02:30:06][app.vjepa.train ][log_stats ] [27, 110] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.68e-04] [mem: 3.29e+04] [iter: 4042.0 ms] [gpu: 4013.6 ms] [data: 17.4 ms] +[INFO ][2026-05-10 02:30:47][app.vjepa.train ][log_stats ] [27, 120] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.68e-04] [mem: 3.29e+04] [iter: 4045.7 ms] [gpu: 4018.7 ms] [data: 16.0 ms] +[INFO ][2026-05-10 02:31:26][app.vjepa.train ][log_stats ] [27, 130] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.68e-04] [mem: 3.29e+04] [iter: 4032.9 ms] [gpu: 4007.1 ms] [data: 14.8 ms] +[INFO ][2026-05-10 02:32:05][app.vjepa.train ][log_stats ] [27, 140] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.68e-04] [mem: 3.29e+04] [iter: 4026.0 ms] [gpu: 4001.2 ms] [data: 13.8 ms] +[INFO ][2026-05-10 02:32:45][app.vjepa.train ][log_stats ] [27, 150] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.68e-04] [mem: 3.29e+04] [iter: 4018.9 ms] [gpu: 3995.0 ms] [data: 12.9 ms] +[INFO ][2026-05-10 02:33:24][app.vjepa.train ][log_stats ] [27, 160] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.68e-04] [mem: 3.29e+04] [iter: 4011.4 ms] [gpu: 3988.3 ms] [data: 12.1 ms] +[INFO ][2026-05-10 02:34:05][app.vjepa.train ][log_stats ] [27, 170] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.67e-04] [mem: 3.29e+04] [iter: 4020.7 ms] [gpu: 3998.3 ms] [data: 11.4 ms] +[INFO ][2026-05-10 02:34:45][app.vjepa.train ][log_stats ] [27, 180] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.67e-04] [mem: 3.29e+04] [iter: 4015.4 ms] [gpu: 3993.6 ms] [data: 10.8 ms] +[INFO ][2026-05-10 02:35:24][app.vjepa.train ][log_stats ] [27, 190] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.67e-04] [mem: 3.29e+04] [iter: 4009.7 ms] [gpu: 3988.4 ms] [data: 10.3 ms] +[INFO ][2026-05-10 02:36:03][app.vjepa.train ][log_stats ] [27, 200] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.67e-04] [mem: 3.29e+04] [iter: 4004.3 ms] [gpu: 3983.5 ms] [data: 9.8 ms] +[INFO ][2026-05-10 02:36:42][app.vjepa.train ][log_stats ] [27, 210] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.67e-04] [mem: 3.29e+04] [iter: 4000.4 ms] [gpu: 3980.1 ms] [data: 9.4 ms] +[INFO ][2026-05-10 02:37:20][app.vjepa.train ][log_stats ] [27, 220] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.67e-04] [mem: 3.29e+04] [iter: 3991.8 ms] [gpu: 3971.9 ms] [data: 9.0 ms] +[INFO ][2026-05-10 02:37:59][app.vjepa.train ][log_stats ] [27, 230] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.67e-04] [mem: 3.29e+04] [iter: 3989.4 ms] [gpu: 3969.9 ms] [data: 8.6 ms] +[INFO ][2026-05-10 02:38:41][app.vjepa.train ][log_stats ] [27, 240] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.67e-04] [mem: 3.29e+04] [iter: 3994.9 ms] [gpu: 3975.7 ms] [data: 8.2 ms] +[INFO ][2026-05-10 02:39:21][app.vjepa.train ][log_stats ] [27, 250] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.66e-04] [mem: 3.29e+04] [iter: 3995.7 ms] [gpu: 3976.8 ms] [data: 7.9 ms] +[INFO ][2026-05-10 02:40:01][app.vjepa.train ][log_stats ] [27, 260] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.66e-04] [mem: 3.29e+04] [iter: 3995.4 ms] [gpu: 3976.8 ms] [data: 7.6 ms] +[INFO ][2026-05-10 02:40:40][app.vjepa.train ][log_stats ] [27, 270] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.66e-04] [mem: 3.29e+04] [iter: 3992.4 ms] [gpu: 3974.1 ms] [data: 7.4 ms] +[INFO ][2026-05-10 02:41:19][app.vjepa.train ][log_stats ] [27, 280] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.66e-04] [mem: 3.29e+04] [iter: 3990.5 ms] [gpu: 3972.5 ms] [data: 7.1 ms] +[INFO ][2026-05-10 02:41:58][app.vjepa.train ][log_stats ] [27, 290] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.66e-04] [mem: 3.29e+04] [iter: 3988.1 ms] [gpu: 3970.2 ms] [data: 6.9 ms] +[INFO ][2026-05-10 02:42:38][app.vjepa.train ][log_stats ] [27, 299] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.66e-04] [mem: 3.29e+04] [iter: 4001.7 ms] [gpu: 3984.1 ms] [data: 6.7 ms] +[INFO ][2026-05-10 02:42:38][app.vjepa.train ][main ] avg. loss 0.537 +[INFO ][2026-05-10 02:42:40][app.vjepa.train ][main ] Epoch 28 +[INFO ][2026-05-10 02:43:17][app.vjepa.train ][log_stats ] [28, 0] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.66e-04] [mem: 3.29e+04] [iter: 7215.6 ms] [gpu: 4753.2 ms] [data: 2451.5 ms] +[INFO ][2026-05-10 02:43:59][app.vjepa.train ][log_stats ] [28, 10] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.66e-04] [mem: 3.29e+04] [iter: 4290.2 ms] [gpu: 4056.0 ms] [data: 223.2 ms] +[INFO ][2026-05-10 02:44:41][app.vjepa.train ][log_stats ] [28, 20] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.66e-04] [mem: 3.29e+04] [iter: 4250.4 ms] [gpu: 4122.3 ms] [data: 117.1 ms] +[INFO ][2026-05-10 02:45:22][app.vjepa.train ][log_stats ] [28, 30] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.65e-04] [mem: 3.29e+04] [iter: 4196.5 ms] [gpu: 4106.0 ms] [data: 79.5 ms] +[INFO ][2026-05-10 02:46:01][app.vjepa.train ][log_stats ] [28, 40] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.65e-04] [mem: 3.29e+04] [iter: 4137.3 ms] [gpu: 4066.1 ms] [data: 60.2 ms] +[INFO ][2026-05-10 02:46:40][app.vjepa.train ][log_stats ] [28, 50] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.65e-04] [mem: 3.29e+04] [iter: 4090.3 ms] [gpu: 4030.9 ms] [data: 48.5 ms] +[INFO ][2026-05-10 02:47:22][app.vjepa.train ][log_stats ] [28, 60] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.65e-04] [mem: 3.29e+04] [iter: 4104.9 ms] [gpu: 4053.3 ms] [data: 40.6 ms] +[INFO ][2026-05-10 02:48:02][app.vjepa.train ][log_stats ] [28, 70] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.65e-04] [mem: 3.29e+04] [iter: 4090.8 ms] [gpu: 4044.9 ms] [data: 34.9 ms] +[INFO ][2026-05-10 02:48:43][app.vjepa.train ][log_stats ] [28, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.65e-04] [mem: 3.29e+04] [iter: 4091.4 ms] [gpu: 4049.7 ms] [data: 30.7 ms] +[INFO ][2026-05-10 02:49:22][app.vjepa.train ][log_stats ] [28, 90] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.65e-04] [mem: 3.29e+04] [iter: 4069.0 ms] [gpu: 4030.7 ms] [data: 27.3 ms] +[INFO ][2026-05-10 02:50:02][app.vjepa.train ][log_stats ] [28, 100] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.64e-04] [mem: 3.29e+04] [iter: 4065.7 ms] [gpu: 4030.0 ms] [data: 24.7 ms] +[INFO ][2026-05-10 02:50:42][app.vjepa.train ][log_stats ] [28, 110] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.64e-04] [mem: 3.29e+04] [iter: 4054.0 ms] [gpu: 4020.6 ms] [data: 22.5 ms] +[INFO ][2026-05-10 02:51:21][app.vjepa.train ][log_stats ] [28, 120] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.64e-04] [mem: 3.29e+04] [iter: 4041.5 ms] [gpu: 4009.9 ms] [data: 20.7 ms] +[INFO ][2026-05-10 02:52:01][app.vjepa.train ][log_stats ] [28, 130] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.64e-04] [mem: 3.29e+04] [iter: 4039.4 ms] [gpu: 4009.3 ms] [data: 19.1 ms] +[INFO ][2026-05-10 02:52:39][app.vjepa.train ][log_stats ] [28, 140] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.64e-04] [mem: 3.29e+04] [iter: 4018.2 ms] [gpu: 3989.4 ms] [data: 17.8 ms] +[INFO ][2026-05-10 02:53:19][app.vjepa.train ][log_stats ] [28, 150] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.64e-04] [mem: 3.29e+04] [iter: 4018.9 ms] [gpu: 3991.3 ms] [data: 16.6 ms] +[INFO ][2026-05-10 02:53:58][app.vjepa.train ][log_stats ] [28, 160] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.64e-04] [mem: 3.29e+04] [iter: 4012.1 ms] [gpu: 3985.5 ms] [data: 15.6 ms] +[INFO ][2026-05-10 02:54:38][app.vjepa.train ][log_stats ] [28, 170] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.64e-04] [mem: 3.29e+04] [iter: 4010.7 ms] [gpu: 3985.0 ms] [data: 14.7 ms] +[INFO ][2026-05-10 02:55:18][app.vjepa.train ][log_stats ] [28, 180] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.63e-04] [mem: 3.29e+04] [iter: 4008.9 ms] [gpu: 3984.0 ms] [data: 13.9 ms] +[INFO ][2026-05-10 02:55:57][app.vjepa.train ][log_stats ] [28, 190] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.63e-04] [mem: 3.29e+04] [iter: 4004.9 ms] [gpu: 3980.7 ms] [data: 13.2 ms] +[INFO ][2026-05-10 02:56:38][app.vjepa.train ][log_stats ] [28, 200] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.63e-04] [mem: 3.29e+04] [iter: 4009.7 ms] [gpu: 3986.1 ms] [data: 12.6 ms] +[INFO ][2026-05-10 02:57:18][app.vjepa.train ][log_stats ] [28, 210] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.63e-04] [mem: 3.29e+04] [iter: 4009.2 ms] [gpu: 3986.2 ms] [data: 12.0 ms] +[INFO ][2026-05-10 02:57:59][app.vjepa.train ][log_stats ] [28, 220] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.63e-04] [mem: 3.29e+04] [iter: 4011.4 ms] [gpu: 3988.9 ms] [data: 11.5 ms] +[INFO ][2026-05-10 02:58:38][app.vjepa.train ][log_stats ] [28, 230] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.63e-04] [mem: 3.29e+04] [iter: 4007.8 ms] [gpu: 3985.8 ms] [data: 11.0 ms] +[INFO ][2026-05-10 02:59:17][app.vjepa.train ][log_stats ] [28, 240] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.63e-04] [mem: 3.29e+04] [iter: 4002.7 ms] [gpu: 3981.2 ms] [data: 10.6 ms] +[INFO ][2026-05-10 02:59:57][app.vjepa.train ][log_stats ] [28, 250] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.62e-04] [mem: 3.29e+04] [iter: 4002.0 ms] [gpu: 3980.8 ms] [data: 10.2 ms] +[INFO ][2026-05-10 03:00:36][app.vjepa.train ][log_stats ] [28, 260] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.62e-04] [mem: 3.29e+04] [iter: 4000.0 ms] [gpu: 3979.2 ms] [data: 9.8 ms] +[INFO ][2026-05-10 03:01:15][app.vjepa.train ][log_stats ] [28, 270] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.62e-04] [mem: 3.29e+04] [iter: 3996.6 ms] [gpu: 3976.2 ms] [data: 9.4 ms] +[INFO ][2026-05-10 03:01:55][app.vjepa.train ][log_stats ] [28, 280] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.62e-04] [mem: 3.29e+04] [iter: 3993.8 ms] [gpu: 3973.8 ms] [data: 9.1 ms] +[INFO ][2026-05-10 03:02:34][app.vjepa.train ][log_stats ] [28, 290] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.62e-04] [mem: 3.29e+04] [iter: 3992.7 ms] [gpu: 3972.9 ms] [data: 8.8 ms] +[INFO ][2026-05-10 03:03:14][app.vjepa.train ][log_stats ] [28, 299] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.62e-04] [mem: 3.29e+04] [iter: 4006.7 ms] [gpu: 3987.2 ms] [data: 8.6 ms] +[INFO ][2026-05-10 03:03:14][app.vjepa.train ][main ] avg. loss 0.537 +[INFO ][2026-05-10 03:03:16][app.vjepa.train ][main ] Epoch 29 +[INFO ][2026-05-10 03:03:55][app.vjepa.train ][log_stats ] [29, 0] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.62e-04] [mem: 3.29e+04] [iter: 7073.3 ms] [gpu: 4048.4 ms] [data: 3013.9 ms] +[INFO ][2026-05-10 03:04:36][app.vjepa.train ][log_stats ] [29, 10] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.62e-04] [mem: 3.29e+04] [iter: 4404.2 ms] [gpu: 4118.9 ms] [data: 274.4 ms] +[INFO ][2026-05-10 03:05:17][app.vjepa.train ][log_stats ] [29, 20] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.62e-04] [mem: 3.29e+04] [iter: 4241.6 ms] [gpu: 4086.8 ms] [data: 143.9 ms] +[INFO ][2026-05-10 03:05:57][app.vjepa.train ][log_stats ] [29, 30] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.61e-04] [mem: 3.29e+04] [iter: 4192.0 ms] [gpu: 4083.4 ms] [data: 97.6 ms] +[INFO ][2026-05-10 03:06:37][app.vjepa.train ][log_stats ] [29, 40] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.61e-04] [mem: 3.29e+04] [iter: 4140.2 ms] [gpu: 4055.4 ms] [data: 73.9 ms] +[INFO ][2026-05-10 03:07:16][app.vjepa.train ][log_stats ] [29, 50] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.61e-04] [mem: 3.29e+04] [iter: 4084.3 ms] [gpu: 4013.8 ms] [data: 59.5 ms] +[INFO ][2026-05-10 03:07:55][app.vjepa.train ][log_stats ] [29, 60] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.61e-04] [mem: 3.29e+04] [iter: 4064.1 ms] [gpu: 4003.4 ms] [data: 49.8 ms] +[INFO ][2026-05-10 03:08:36][app.vjepa.train ][log_stats ] [29, 70] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.61e-04] [mem: 3.29e+04] [iter: 4057.1 ms] [gpu: 4003.2 ms] [data: 42.8 ms] +[INFO ][2026-05-10 03:09:14][app.vjepa.train ][log_stats ] [29, 80] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.61e-04] [mem: 3.29e+04] [iter: 4034.0 ms] [gpu: 3985.5 ms] [data: 37.6 ms] +[INFO ][2026-05-10 03:09:54][app.vjepa.train ][log_stats ] [29, 90] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.61e-04] [mem: 3.29e+04] [iter: 4023.0 ms] [gpu: 3978.6 ms] [data: 33.5 ms] +[INFO ][2026-05-10 03:10:34][app.vjepa.train ][log_stats ] [29, 100] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.60e-04] [mem: 3.29e+04] [iter: 4023.4 ms] [gpu: 3982.2 ms] [data: 30.2 ms] +[INFO ][2026-05-10 03:11:14][app.vjepa.train ][log_stats ] [29, 110] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.60e-04] [mem: 3.29e+04] [iter: 4018.4 ms] [gpu: 3979.9 ms] [data: 27.5 ms] +[INFO ][2026-05-10 03:11:53][app.vjepa.train ][log_stats ] [29, 120] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.60e-04] [mem: 3.29e+04] [iter: 4013.5 ms] [gpu: 3977.2 ms] [data: 25.3 ms] +[INFO ][2026-05-10 03:12:35][app.vjepa.train ][log_stats ] [29, 130] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.60e-04] [mem: 3.29e+04] [iter: 4025.2 ms] [gpu: 3990.8 ms] [data: 23.4 ms] +[INFO ][2026-05-10 03:13:14][app.vjepa.train ][log_stats ] [29, 140] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.60e-04] [mem: 3.29e+04] [iter: 4019.5 ms] [gpu: 3986.8 ms] [data: 21.8 ms] +[INFO ][2026-05-10 03:13:55][app.vjepa.train ][log_stats ] [29, 150] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.60e-04] [mem: 3.29e+04] [iter: 4025.5 ms] [gpu: 3994.2 ms] [data: 20.4 ms] +[INFO ][2026-05-10 03:14:34][app.vjepa.train ][log_stats ] [29, 160] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.60e-04] [mem: 3.29e+04] [iter: 4014.5 ms] [gpu: 3984.4 ms] [data: 19.1 ms] +[INFO ][2026-05-10 03:15:14][app.vjepa.train ][log_stats ] [29, 170] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.59e-04] [mem: 3.29e+04] [iter: 4013.1 ms] [gpu: 3984.1 ms] [data: 18.0 ms] +[INFO ][2026-05-10 03:15:54][app.vjepa.train ][log_stats ] [29, 180] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.59e-04] [mem: 3.29e+04] [iter: 4012.2 ms] [gpu: 3984.2 ms] [data: 17.1 ms] +[INFO ][2026-05-10 03:16:34][app.vjepa.train ][log_stats ] [29, 190] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.59e-04] [mem: 3.29e+04] [iter: 4008.3 ms] [gpu: 3981.2 ms] [data: 16.2 ms] +[INFO ][2026-05-10 03:17:12][app.vjepa.train ][log_stats ] [29, 200] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.59e-04] [mem: 3.29e+04] [iter: 3997.9 ms] [gpu: 3971.6 ms] [data: 15.4 ms] +[INFO ][2026-05-10 03:17:52][app.vjepa.train ][log_stats ] [29, 210] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.59e-04] [mem: 3.29e+04] [iter: 3998.0 ms] [gpu: 3972.3 ms] [data: 14.7 ms] +[INFO ][2026-05-10 03:18:32][app.vjepa.train ][log_stats ] [29, 220] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.59e-04] [mem: 3.29e+04] [iter: 3997.3 ms] [gpu: 3972.2 ms] [data: 14.0 ms] +[INFO ][2026-05-10 03:19:11][app.vjepa.train ][log_stats ] [29, 230] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.59e-04] [mem: 3.29e+04] [iter: 3993.9 ms] [gpu: 3969.4 ms] [data: 13.5 ms] +[INFO ][2026-05-10 03:19:51][app.vjepa.train ][log_stats ] [29, 240] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.58e-04] [mem: 3.29e+04] [iter: 3994.9 ms] [gpu: 3971.0 ms] [data: 12.9 ms] +[INFO ][2026-05-10 03:20:31][app.vjepa.train ][log_stats ] [29, 250] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.58e-04] [mem: 3.29e+04] [iter: 3992.7 ms] [gpu: 3969.3 ms] [data: 12.4 ms] +[INFO ][2026-05-10 03:21:10][app.vjepa.train ][log_stats ] [29, 260] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.58e-04] [mem: 3.29e+04] [iter: 3990.6 ms] [gpu: 3967.7 ms] [data: 12.0 ms] +[INFO ][2026-05-10 03:21:50][app.vjepa.train ][log_stats ] [29, 270] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.58e-04] [mem: 3.29e+04] [iter: 3988.8 ms] [gpu: 3966.3 ms] [data: 11.5 ms] +[INFO ][2026-05-10 03:22:29][app.vjepa.train ][log_stats ] [29, 280] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.58e-04] [mem: 3.29e+04] [iter: 3986.4 ms] [gpu: 3964.3 ms] [data: 11.1 ms] +[INFO ][2026-05-10 03:23:10][app.vjepa.train ][log_stats ] [29, 290] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.58e-04] [mem: 3.29e+04] [iter: 3985.6 ms] [gpu: 3963.9 ms] [data: 10.8 ms] +[INFO ][2026-05-10 03:23:46][app.vjepa.train ][log_stats ] [29, 299] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.58e-04] [mem: 3.29e+04] [iter: 3986.4 ms] [gpu: 3965.0 ms] [data: 10.5 ms] +[INFO ][2026-05-10 03:23:46][app.vjepa.train ][main ] avg. loss 0.537 +[INFO ][2026-05-10 03:23:48][app.vjepa.train ][main ] Epoch 30 +[INFO ][2026-05-10 03:24:26][app.vjepa.train ][log_stats ] [30, 0] loss: 0.542 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.58e-04] [mem: 3.29e+04] [iter: 7688.4 ms] [gpu: 5947.3 ms] [data: 1730.2 ms] +[INFO ][2026-05-10 03:25:06][app.vjepa.train ][log_stats ] [30, 10] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.57e-04] [mem: 3.29e+04] [iter: 4349.6 ms] [gpu: 4181.0 ms] [data: 157.6 ms] +[INFO ][2026-05-10 03:25:49][app.vjepa.train ][log_stats ] [30, 20] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.57e-04] [mem: 3.29e+04] [iter: 4237.7 ms] [gpu: 4144.0 ms] [data: 82.8 ms] +[INFO ][2026-05-10 03:26:28][app.vjepa.train ][log_stats ] [30, 30] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.57e-04] [mem: 3.29e+04] [iter: 4126.6 ms] [gpu: 4059.4 ms] [data: 56.2 ms] +[INFO ][2026-05-10 03:27:07][app.vjepa.train ][log_stats ] [30, 40] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.57e-04] [mem: 3.29e+04] [iter: 4075.7 ms] [gpu: 4022.2 ms] [data: 42.6 ms] +[INFO ][2026-05-10 03:27:48][app.vjepa.train ][log_stats ] [30, 50] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.57e-04] [mem: 3.29e+04] [iter: 4081.3 ms] [gpu: 4036.0 ms] [data: 34.3 ms] +[INFO ][2026-05-10 03:28:28][app.vjepa.train ][log_stats ] [30, 60] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.57e-04] [mem: 3.29e+04] [iter: 4067.2 ms] [gpu: 4027.5 ms] [data: 28.7 ms] +[INFO ][2026-05-10 03:29:08][app.vjepa.train ][log_stats ] [30, 70] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.57e-04] [mem: 3.29e+04] [iter: 4059.5 ms] [gpu: 4023.8 ms] [data: 24.7 ms] +[INFO ][2026-05-10 03:29:48][app.vjepa.train ][log_stats ] [30, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.56e-04] [mem: 3.29e+04] [iter: 4046.6 ms] [gpu: 4013.9 ms] [data: 21.7 ms] +[INFO ][2026-05-10 03:30:27][app.vjepa.train ][log_stats ] [30, 90] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.56e-04] [mem: 3.29e+04] [iter: 4030.6 ms] [gpu: 4000.2 ms] [data: 19.4 ms] +[INFO ][2026-05-10 03:31:07][app.vjepa.train ][log_stats ] [30, 100] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.56e-04] [mem: 3.29e+04] [iter: 4026.6 ms] [gpu: 3998.1 ms] [data: 17.5 ms] +[INFO ][2026-05-10 03:31:45][app.vjepa.train ][log_stats ] [30, 110] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.56e-04] [mem: 3.29e+04] [iter: 4011.8 ms] [gpu: 3984.9 ms] [data: 16.0 ms] +[INFO ][2026-05-10 03:32:27][app.vjepa.train ][log_stats ] [30, 120] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.56e-04] [mem: 3.29e+04] [iter: 4023.0 ms] [gpu: 3997.3 ms] [data: 14.7 ms] +[INFO ][2026-05-10 03:33:07][app.vjepa.train ][log_stats ] [30, 130] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.56e-04] [mem: 3.29e+04] [iter: 4025.7 ms] [gpu: 4001.1 ms] [data: 13.6 ms] +[INFO ][2026-05-10 03:33:47][app.vjepa.train ][log_stats ] [30, 140] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.56e-04] [mem: 3.29e+04] [iter: 4018.6 ms] [gpu: 3995.0 ms] [data: 12.7 ms] +[INFO ][2026-05-10 03:34:27][app.vjepa.train ][log_stats ] [30, 150] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.55e-04] [mem: 3.29e+04] [iter: 4016.4 ms] [gpu: 3993.5 ms] [data: 11.8 ms] +[INFO ][2026-05-10 03:35:06][app.vjepa.train ][log_stats ] [30, 160] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.55e-04] [mem: 3.29e+04] [iter: 4009.8 ms] [gpu: 3987.7 ms] [data: 11.1 ms] +[INFO ][2026-05-10 03:35:46][app.vjepa.train ][log_stats ] [30, 170] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.55e-04] [mem: 3.29e+04] [iter: 4010.0 ms] [gpu: 3988.5 ms] [data: 10.5 ms] +[INFO ][2026-05-10 03:36:25][app.vjepa.train ][log_stats ] [30, 180] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.55e-04] [mem: 3.29e+04] [iter: 4002.1 ms] [gpu: 3981.2 ms] [data: 9.9 ms] +[INFO ][2026-05-10 03:37:05][app.vjepa.train ][log_stats ] [30, 190] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.55e-04] [mem: 3.29e+04] [iter: 4002.6 ms] [gpu: 3982.2 ms] [data: 9.4 ms] +[INFO ][2026-05-10 03:37:44][app.vjepa.train ][log_stats ] [30, 200] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.55e-04] [mem: 3.29e+04] [iter: 4000.8 ms] [gpu: 3980.8 ms] [data: 9.0 ms] +[INFO ][2026-05-10 03:38:25][app.vjepa.train ][log_stats ] [30, 210] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.55e-04] [mem: 3.29e+04] [iter: 4002.7 ms] [gpu: 3983.2 ms] [data: 8.6 ms] +[INFO ][2026-05-10 03:39:05][app.vjepa.train ][log_stats ] [30, 220] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.54e-04] [mem: 3.29e+04] [iter: 4001.2 ms] [gpu: 3982.0 ms] [data: 8.2 ms] +[INFO ][2026-05-10 03:39:44][app.vjepa.train ][log_stats ] [30, 230] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.54e-04] [mem: 3.29e+04] [iter: 4000.1 ms] [gpu: 3981.2 ms] [data: 7.9 ms] +[INFO ][2026-05-10 03:40:24][app.vjepa.train ][log_stats ] [30, 240] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.54e-04] [mem: 3.29e+04] [iter: 3997.3 ms] [gpu: 3978.8 ms] [data: 7.6 ms] +[INFO ][2026-05-10 03:41:03][app.vjepa.train ][log_stats ] [30, 250] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.54e-04] [mem: 3.29e+04] [iter: 3993.0 ms] [gpu: 3974.8 ms] [data: 7.3 ms] +[INFO ][2026-05-10 03:41:42][app.vjepa.train ][log_stats ] [30, 260] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.54e-04] [mem: 3.29e+04] [iter: 3991.7 ms] [gpu: 3973.7 ms] [data: 7.0 ms] +[INFO ][2026-05-10 03:42:23][app.vjepa.train ][log_stats ] [30, 270] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.54e-04] [mem: 3.29e+04] [iter: 3993.7 ms] [gpu: 3976.0 ms] [data: 6.8 ms] +[INFO ][2026-05-10 03:43:03][app.vjepa.train ][log_stats ] [30, 280] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.53e-04] [mem: 3.29e+04] [iter: 3995.9 ms] [gpu: 3978.4 ms] [data: 6.6 ms] +[INFO ][2026-05-10 03:43:46][app.vjepa.train ][log_stats ] [30, 290] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.53e-04] [mem: 3.29e+04] [iter: 4007.4 ms] [gpu: 3990.0 ms] [data: 6.3 ms] +[INFO ][2026-05-10 03:44:21][app.vjepa.train ][log_stats ] [30, 299] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.53e-04] [mem: 3.29e+04] [iter: 4003.5 ms] [gpu: 3986.4 ms] [data: 6.2 ms] +[INFO ][2026-05-10 03:44:21][app.vjepa.train ][main ] avg. loss 0.537 +[INFO ][2026-05-10 03:44:24][app.vjepa.train ][main ] Running KNN evaluation at epoch 30... +[INFO ][2026-05-10 03:44:24][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ucf101 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 03:44:24][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: mean, CLS token: False +[INFO ][2026-05-10 03:44:24][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 03:44:24][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 9200 videos across 101 classes +[INFO ][2026-05-10 03:44:24][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 2525 videos across 101 classes +[INFO ][2026-05-10 03:44:24][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 03:44:24][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 03:44:24][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 03:44:24][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 03:44:24][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 36 batches, Val loader: 10 batches +[INFO ][2026-05-10 03:44:24][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 03:44:52][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/36 batches +[INFO ][2026-05-10 03:45:21][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 20/36 batches +[INFO ][2026-05-10 03:45:42][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([2300, 1024]) +[INFO ][2026-05-10 03:45:42][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 03:46:17][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/10 batches +[INFO ][2026-05-10 03:46:30][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([632, 1024]) +[INFO ][2026-05-10 03:46:31][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([9200, 1024]), val torch.Size([2528, 1024]) +[INFO ][2026-05-10 03:46:31][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ucf101 (pool=mean) Results: Top-1 = 64.79%, Top-5 = 87.70% +[INFO ][2026-05-10 03:46:31][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 30, ucf101): Top-1 = 64.79%, Top-5 = 87.70% +[INFO ][2026-05-10 03:46:31][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ssv2_coarse10 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 03:46:31][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: temporal_concat, CLS token: False +[INFO ][2026-05-10 03:46:31][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 03:46:31][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 5000 videos across 10 classes +[INFO ][2026-05-10 03:46:31][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 996 videos across 10 classes +[INFO ][2026-05-10 03:46:31][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 03:46:31][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 03:46:31][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 03:46:31][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 03:46:31][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 20 batches, Val loader: 4 batches +[INFO ][2026-05-10 03:46:31][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 03:47:01][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/20 batches +[INFO ][2026-05-10 03:47:28][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([1250, 16384]) +[INFO ][2026-05-10 03:47:28][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 03:47:37][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/4 batches +[INFO ][2026-05-10 03:47:42][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([249, 16384]) +[INFO ][2026-05-10 03:47:42][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([5000, 16384]), val torch.Size([996, 16384]) +[INFO ][2026-05-10 03:47:42][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 34.64%, Top-5 = 79.32% +[INFO ][2026-05-10 03:47:42][src.utils.knn_eval ][run_knn_eval ] [Linear Probe] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 51.20%, Top-5 = 90.96% +[INFO ][2026-05-10 03:47:42][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 30, ssv2_coarse10_temporal_concat): Top-1 = 34.64%, Top-5 = 79.32% +[INFO ][2026-05-10 03:47:43][app.vjepa.train ][main ] Epoch 31 +[INFO ][2026-05-10 03:48:21][app.vjepa.train ][log_stats ] [31, 0] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.53e-04] [mem: 3.29e+04] [iter: 8619.6 ms] [gpu: 6036.5 ms] [data: 2572.2 ms] +[INFO ][2026-05-10 03:49:01][app.vjepa.train ][log_stats ] [31, 10] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.53e-04] [mem: 3.29e+04] [iter: 4428.0 ms] [gpu: 4182.9 ms] [data: 234.2 ms] +[INFO ][2026-05-10 03:49:42][app.vjepa.train ][log_stats ] [31, 20] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.53e-04] [mem: 3.29e+04] [iter: 4226.7 ms] [gpu: 4092.9 ms] [data: 122.8 ms] +[INFO ][2026-05-10 03:50:21][app.vjepa.train ][log_stats ] [31, 30] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.53e-04] [mem: 3.29e+04] [iter: 4114.2 ms] [gpu: 4019.9 ms] [data: 83.3 ms] +[INFO ][2026-05-10 03:51:00][app.vjepa.train ][log_stats ] [31, 40] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.53e-04] [mem: 3.29e+04] [iter: 4066.7 ms] [gpu: 3992.6 ms] [data: 63.1 ms] +[INFO ][2026-05-10 03:51:39][app.vjepa.train ][log_stats ] [31, 50] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.52e-04] [mem: 3.29e+04] [iter: 4043.6 ms] [gpu: 3981.9 ms] [data: 50.8 ms] +[INFO ][2026-05-10 03:52:19][app.vjepa.train ][log_stats ] [31, 60] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.52e-04] [mem: 3.29e+04] [iter: 4037.0 ms] [gpu: 3983.5 ms] [data: 42.5 ms] +[INFO ][2026-05-10 03:52:59][app.vjepa.train ][log_stats ] [31, 70] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.52e-04] [mem: 3.29e+04] [iter: 4027.2 ms] [gpu: 3979.6 ms] [data: 36.6 ms] +[INFO ][2026-05-10 03:53:39][app.vjepa.train ][log_stats ] [31, 80] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.52e-04] [mem: 3.29e+04] [iter: 4025.5 ms] [gpu: 3982.4 ms] [data: 32.1 ms] +[INFO ][2026-05-10 03:54:20][app.vjepa.train ][log_stats ] [31, 90] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.52e-04] [mem: 3.29e+04] [iter: 4028.0 ms] [gpu: 3988.4 ms] [data: 28.6 ms] +[INFO ][2026-05-10 03:54:59][app.vjepa.train ][log_stats ] [31, 100] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.52e-04] [mem: 3.29e+04] [iter: 4015.3 ms] [gpu: 3978.5 ms] [data: 25.8 ms] +[INFO ][2026-05-10 03:55:42][app.vjepa.train ][log_stats ] [31, 110] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.52e-04] [mem: 3.29e+04] [iter: 4044.9 ms] [gpu: 4010.3 ms] [data: 23.6 ms] +[INFO ][2026-05-10 03:56:24][app.vjepa.train ][log_stats ] [31, 120] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.51e-04] [mem: 3.29e+04] [iter: 4053.3 ms] [gpu: 4020.7 ms] [data: 21.6 ms] +[INFO ][2026-05-10 03:57:06][app.vjepa.train ][log_stats ] [31, 130] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.51e-04] [mem: 3.29e+04] [iter: 4065.0 ms] [gpu: 4034.0 ms] [data: 20.0 ms] +[INFO ][2026-05-10 03:57:46][app.vjepa.train ][log_stats ] [31, 140] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.51e-04] [mem: 3.29e+04] [iter: 4059.8 ms] [gpu: 4030.2 ms] [data: 18.6 ms] +[INFO ][2026-05-10 03:58:25][app.vjepa.train ][log_stats ] [31, 150] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.51e-04] [mem: 3.29e+04] [iter: 4051.6 ms] [gpu: 4023.2 ms] [data: 17.4 ms] +[INFO ][2026-05-10 03:59:04][app.vjepa.train ][log_stats ] [31, 160] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.51e-04] [mem: 3.29e+04] [iter: 4044.2 ms] [gpu: 4016.8 ms] [data: 16.4 ms] +[INFO ][2026-05-10 03:59:45][app.vjepa.train ][log_stats ] [31, 170] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.51e-04] [mem: 3.29e+04] [iter: 4043.6 ms] [gpu: 4017.2 ms] [data: 15.4 ms] +[INFO ][2026-05-10 04:00:25][app.vjepa.train ][log_stats ] [31, 180] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.50e-04] [mem: 3.29e+04] [iter: 4043.7 ms] [gpu: 4018.1 ms] [data: 14.6 ms] +[INFO ][2026-05-10 04:01:05][app.vjepa.train ][log_stats ] [31, 190] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.50e-04] [mem: 3.29e+04] [iter: 4038.1 ms] [gpu: 4013.2 ms] [data: 13.9 ms] +[INFO ][2026-05-10 04:01:46][app.vjepa.train ][log_stats ] [31, 200] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.50e-04] [mem: 3.29e+04] [iter: 4037.5 ms] [gpu: 4013.3 ms] [data: 13.2 ms] +[INFO ][2026-05-10 04:02:25][app.vjepa.train ][log_stats ] [31, 210] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.50e-04] [mem: 3.29e+04] [iter: 4034.4 ms] [gpu: 4010.9 ms] [data: 12.6 ms] +[INFO ][2026-05-10 04:03:06][app.vjepa.train ][log_stats ] [31, 220] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.50e-04] [mem: 3.29e+04] [iter: 4032.4 ms] [gpu: 4009.4 ms] [data: 12.0 ms] +[INFO ][2026-05-10 04:03:47][app.vjepa.train ][log_stats ] [31, 230] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.50e-04] [mem: 3.29e+04] [iter: 4035.7 ms] [gpu: 4013.2 ms] [data: 11.5 ms] +[INFO ][2026-05-10 04:04:27][app.vjepa.train ][log_stats ] [31, 240] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.50e-04] [mem: 3.29e+04] [iter: 4033.0 ms] [gpu: 4011.0 ms] [data: 11.1 ms] +[INFO ][2026-05-10 04:05:06][app.vjepa.train ][log_stats ] [31, 250] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.49e-04] [mem: 3.29e+04] [iter: 4030.5 ms] [gpu: 4008.9 ms] [data: 10.6 ms] +[INFO ][2026-05-10 04:05:48][app.vjepa.train ][log_stats ] [31, 260] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.49e-04] [mem: 3.29e+04] [iter: 4034.4 ms] [gpu: 4013.2 ms] [data: 10.3 ms] +[INFO ][2026-05-10 04:06:27][app.vjepa.train ][log_stats ] [31, 270] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.49e-04] [mem: 3.29e+04] [iter: 4029.5 ms] [gpu: 4008.6 ms] [data: 9.9 ms] +[INFO ][2026-05-10 04:07:06][app.vjepa.train ][log_stats ] [31, 280] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.49e-04] [mem: 3.29e+04] [iter: 4026.6 ms] [gpu: 4006.1 ms] [data: 9.6 ms] +[INFO ][2026-05-10 04:07:47][app.vjepa.train ][log_stats ] [31, 290] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.49e-04] [mem: 3.29e+04] [iter: 4027.7 ms] [gpu: 4007.5 ms] [data: 9.2 ms] +[INFO ][2026-05-10 04:08:22][app.vjepa.train ][log_stats ] [31, 299] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.49e-04] [mem: 3.29e+04] [iter: 4024.4 ms] [gpu: 4004.5 ms] [data: 9.0 ms] +[INFO ][2026-05-10 04:08:22][app.vjepa.train ][main ] avg. loss 0.536 +[INFO ][2026-05-10 04:08:26][app.vjepa.train ][main ] Epoch 32 +[INFO ][2026-05-10 04:09:10][app.vjepa.train ][log_stats ] [32, 0] loss: 0.541 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.49e-04] [mem: 3.29e+04] [iter: 6871.4 ms] [gpu: 4712.8 ms] [data: 2147.7 ms] +[INFO ][2026-05-10 04:09:51][app.vjepa.train ][log_stats ] [32, 10] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.48e-04] [mem: 3.29e+04] [iter: 4353.5 ms] [gpu: 4146.9 ms] [data: 195.6 ms] +[INFO ][2026-05-10 04:10:31][app.vjepa.train ][log_stats ] [32, 20] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.48e-04] [mem: 3.29e+04] [iter: 4184.1 ms] [gpu: 4070.5 ms] [data: 102.7 ms] +[INFO ][2026-05-10 04:11:12][app.vjepa.train ][log_stats ] [32, 30] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.48e-04] [mem: 3.29e+04] [iter: 4144.6 ms] [gpu: 4064.0 ms] [data: 69.7 ms] +[INFO ][2026-05-10 04:11:52][app.vjepa.train ][log_stats ] [32, 40] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.48e-04] [mem: 3.29e+04] [iter: 4110.8 ms] [gpu: 4047.1 ms] [data: 52.8 ms] +[INFO ][2026-05-10 04:12:32][app.vjepa.train ][log_stats ] [32, 50] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.48e-04] [mem: 3.29e+04] [iter: 4082.6 ms] [gpu: 4029.2 ms] [data: 42.5 ms] +[INFO ][2026-05-10 04:13:11][app.vjepa.train ][log_stats ] [32, 60] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.48e-04] [mem: 3.29e+04] [iter: 4064.3 ms] [gpu: 4017.7 ms] [data: 35.6 ms] +[INFO ][2026-05-10 04:13:50][app.vjepa.train ][log_stats ] [32, 70] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.48e-04] [mem: 3.29e+04] [iter: 4042.1 ms] [gpu: 4000.5 ms] [data: 30.6 ms] +[INFO ][2026-05-10 04:14:29][app.vjepa.train ][log_stats ] [32, 80] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.47e-04] [mem: 3.29e+04] [iter: 4021.2 ms] [gpu: 3983.3 ms] [data: 26.9 ms] +[INFO ][2026-05-10 04:15:09][app.vjepa.train ][log_stats ] [32, 90] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.47e-04] [mem: 3.29e+04] [iter: 4015.3 ms] [gpu: 3980.3 ms] [data: 24.0 ms] +[INFO ][2026-05-10 04:15:50][app.vjepa.train ][log_stats ] [32, 100] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.47e-04] [mem: 3.29e+04] [iter: 4024.0 ms] [gpu: 3991.4 ms] [data: 21.7 ms] +[INFO ][2026-05-10 04:16:29][app.vjepa.train ][log_stats ] [32, 110] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.47e-04] [mem: 3.29e+04] [iter: 4013.5 ms] [gpu: 3982.8 ms] [data: 19.7 ms] +[INFO ][2026-05-10 04:17:08][app.vjepa.train ][log_stats ] [32, 120] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.47e-04] [mem: 3.29e+04] [iter: 4005.4 ms] [gpu: 3976.3 ms] [data: 18.1 ms] +[INFO ][2026-05-10 04:17:48][app.vjepa.train ][log_stats ] [32, 130] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.47e-04] [mem: 3.29e+04] [iter: 4006.9 ms] [gpu: 3979.2 ms] [data: 16.8 ms] +[INFO ][2026-05-10 04:18:28][app.vjepa.train ][log_stats ] [32, 140] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.46e-04] [mem: 3.29e+04] [iter: 4002.0 ms] [gpu: 3975.4 ms] [data: 15.6 ms] +[INFO ][2026-05-10 04:19:07][app.vjepa.train ][log_stats ] [32, 150] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.46e-04] [mem: 3.29e+04] [iter: 3995.8 ms] [gpu: 3970.2 ms] [data: 14.6 ms] +[INFO ][2026-05-10 04:19:47][app.vjepa.train ][log_stats ] [32, 160] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.46e-04] [mem: 3.29e+04] [iter: 3997.9 ms] [gpu: 3973.2 ms] [data: 13.7 ms] +[INFO ][2026-05-10 04:20:27][app.vjepa.train ][log_stats ] [32, 170] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.46e-04] [mem: 3.29e+04] [iter: 3995.8 ms] [gpu: 3971.9 ms] [data: 13.0 ms] +[INFO ][2026-05-10 04:21:08][app.vjepa.train ][log_stats ] [32, 180] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.46e-04] [mem: 3.29e+04] [iter: 4000.8 ms] [gpu: 3977.6 ms] [data: 12.3 ms] +[INFO ][2026-05-10 04:21:47][app.vjepa.train ][log_stats ] [32, 190] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.46e-04] [mem: 3.29e+04] [iter: 3996.4 ms] [gpu: 3973.8 ms] [data: 11.6 ms] +[INFO ][2026-05-10 04:22:28][app.vjepa.train ][log_stats ] [32, 200] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.45e-04] [mem: 3.29e+04] [iter: 4000.2 ms] [gpu: 3978.1 ms] [data: 11.1 ms] +[INFO ][2026-05-10 04:23:07][app.vjepa.train ][log_stats ] [32, 210] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.45e-04] [mem: 3.29e+04] [iter: 3998.9 ms] [gpu: 3977.4 ms] [data: 10.6 ms] +[INFO ][2026-05-10 04:23:49][app.vjepa.train ][log_stats ] [32, 220] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.45e-04] [mem: 3.29e+04] [iter: 4004.7 ms] [gpu: 3983.6 ms] [data: 10.1 ms] +[INFO ][2026-05-10 04:24:29][app.vjepa.train ][log_stats ] [32, 230] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.45e-04] [mem: 3.29e+04] [iter: 4005.9 ms] [gpu: 3985.2 ms] [data: 9.7 ms] +[INFO ][2026-05-10 04:25:09][app.vjepa.train ][log_stats ] [32, 240] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.45e-04] [mem: 3.29e+04] [iter: 4004.8 ms] [gpu: 3984.5 ms] [data: 9.3 ms] +[INFO ][2026-05-10 04:25:47][app.vjepa.train ][log_stats ] [32, 250] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.45e-04] [mem: 3.29e+04] [iter: 3998.6 ms] [gpu: 3978.6 ms] [data: 9.0 ms] +[INFO ][2026-05-10 04:26:26][app.vjepa.train ][log_stats ] [32, 260] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.44e-04] [mem: 3.29e+04] [iter: 3994.0 ms] [gpu: 3974.4 ms] [data: 8.6 ms] +[INFO ][2026-05-10 04:27:06][app.vjepa.train ][log_stats ] [32, 270] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.44e-04] [mem: 3.29e+04] [iter: 3992.2 ms] [gpu: 3972.9 ms] [data: 8.3 ms] +[INFO ][2026-05-10 04:27:45][app.vjepa.train ][log_stats ] [32, 280] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.44e-04] [mem: 3.29e+04] [iter: 3990.8 ms] [gpu: 3971.8 ms] [data: 8.0 ms] +[INFO ][2026-05-10 04:28:25][app.vjepa.train ][log_stats ] [32, 290] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.44e-04] [mem: 3.29e+04] [iter: 3991.5 ms] [gpu: 3972.7 ms] [data: 7.8 ms] +[INFO ][2026-05-10 04:29:01][app.vjepa.train ][log_stats ] [32, 299] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.44e-04] [mem: 3.29e+04] [iter: 3990.9 ms] [gpu: 3972.4 ms] [data: 7.6 ms] +[INFO ][2026-05-10 04:29:01][app.vjepa.train ][main ] avg. loss 0.537 +[INFO ][2026-05-10 04:29:05][app.vjepa.train ][main ] Epoch 33 +[INFO ][2026-05-10 04:29:42][app.vjepa.train ][log_stats ] [33, 0] loss: 0.525 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.44e-04] [mem: 3.29e+04] [iter: 7111.9 ms] [gpu: 4286.4 ms] [data: 2814.5 ms] +[INFO ][2026-05-10 04:30:22][app.vjepa.train ][log_stats ] [33, 10] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.44e-04] [mem: 3.29e+04] [iter: 4275.1 ms] [gpu: 4008.0 ms] [data: 256.2 ms] +[INFO ][2026-05-10 04:31:02][app.vjepa.train ][log_stats ] [33, 20] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.44e-04] [mem: 3.29e+04] [iter: 4153.9 ms] [gpu: 4008.6 ms] [data: 134.4 ms] +[INFO ][2026-05-10 04:31:41][app.vjepa.train ][log_stats ] [33, 30] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.43e-04] [mem: 3.29e+04] [iter: 4084.5 ms] [gpu: 3982.4 ms] [data: 91.2 ms] +[INFO ][2026-05-10 04:32:20][app.vjepa.train ][log_stats ] [33, 40] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.43e-04] [mem: 3.29e+04] [iter: 4036.5 ms] [gpu: 3956.5 ms] [data: 69.0 ms] +[INFO ][2026-05-10 04:33:00][app.vjepa.train ][log_stats ] [33, 50] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.43e-04] [mem: 3.29e+04] [iter: 4015.8 ms] [gpu: 3949.3 ms] [data: 55.6 ms] +[INFO ][2026-05-10 04:33:40][app.vjepa.train ][log_stats ] [33, 60] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.43e-04] [mem: 3.29e+04] [iter: 4011.2 ms] [gpu: 3953.7 ms] [data: 46.5 ms] +[INFO ][2026-05-10 04:34:19][app.vjepa.train ][log_stats ] [33, 70] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.43e-04] [mem: 3.29e+04] [iter: 3995.8 ms] [gpu: 3944.8 ms] [data: 40.0 ms] +[INFO ][2026-05-10 04:34:58][app.vjepa.train ][log_stats ] [33, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.43e-04] [mem: 3.29e+04] [iter: 3987.8 ms] [gpu: 3941.7 ms] [data: 35.1 ms] +[INFO ][2026-05-10 04:35:37][app.vjepa.train ][log_stats ] [33, 90] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.42e-04] [mem: 3.29e+04] [iter: 3977.9 ms] [gpu: 3935.6 ms] [data: 31.3 ms] +[INFO ][2026-05-10 04:36:17][app.vjepa.train ][log_stats ] [33, 100] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.42e-04] [mem: 3.29e+04] [iter: 3982.9 ms] [gpu: 3943.7 ms] [data: 28.3 ms] +[INFO ][2026-05-10 04:36:57][app.vjepa.train ][log_stats ] [33, 110] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.42e-04] [mem: 3.29e+04] [iter: 3985.4 ms] [gpu: 3948.7 ms] [data: 25.8 ms] +[INFO ][2026-05-10 04:37:38][app.vjepa.train ][log_stats ] [33, 120] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.42e-04] [mem: 3.29e+04] [iter: 3987.9 ms] [gpu: 3953.2 ms] [data: 23.7 ms] +[INFO ][2026-05-10 04:38:16][app.vjepa.train ][log_stats ] [33, 130] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.42e-04] [mem: 3.29e+04] [iter: 3979.6 ms] [gpu: 3946.8 ms] [data: 21.9 ms] +[INFO ][2026-05-10 04:38:55][app.vjepa.train ][log_stats ] [33, 140] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.42e-04] [mem: 3.29e+04] [iter: 3967.8 ms] [gpu: 3936.5 ms] [data: 20.4 ms] +[INFO ][2026-05-10 04:39:34][app.vjepa.train ][log_stats ] [33, 150] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.41e-04] [mem: 3.29e+04] [iter: 3964.8 ms] [gpu: 3934.8 ms] [data: 19.0 ms] +[INFO ][2026-05-10 04:40:12][app.vjepa.train ][log_stats ] [33, 160] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.41e-04] [mem: 3.29e+04] [iter: 3955.3 ms] [gpu: 3926.4 ms] [data: 17.9 ms] +[INFO ][2026-05-10 04:40:52][app.vjepa.train ][log_stats ] [33, 170] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.41e-04] [mem: 3.29e+04] [iter: 3959.7 ms] [gpu: 3931.9 ms] [data: 16.9 ms] +[INFO ][2026-05-10 04:41:32][app.vjepa.train ][log_stats ] [33, 180] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.41e-04] [mem: 3.29e+04] [iter: 3962.2 ms] [gpu: 3935.2 ms] [data: 15.9 ms] +[INFO ][2026-05-10 04:42:11][app.vjepa.train ][log_stats ] [33, 190] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.41e-04] [mem: 3.29e+04] [iter: 3959.3 ms] [gpu: 3933.2 ms] [data: 15.1 ms] +[INFO ][2026-05-10 04:42:51][app.vjepa.train ][log_stats ] [33, 200] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.41e-04] [mem: 3.29e+04] [iter: 3958.8 ms] [gpu: 3933.5 ms] [data: 14.4 ms] +[INFO ][2026-05-10 04:43:32][app.vjepa.train ][log_stats ] [33, 210] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.40e-04] [mem: 3.29e+04] [iter: 3967.9 ms] [gpu: 3943.2 ms] [data: 13.7 ms] +[INFO ][2026-05-10 04:44:13][app.vjepa.train ][log_stats ] [33, 220] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.40e-04] [mem: 3.29e+04] [iter: 3970.6 ms] [gpu: 3946.5 ms] [data: 13.1 ms] +[INFO ][2026-05-10 04:44:53][app.vjepa.train ][log_stats ] [33, 230] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.40e-04] [mem: 3.29e+04] [iter: 3973.0 ms] [gpu: 3949.4 ms] [data: 12.6 ms] +[INFO ][2026-05-10 04:45:32][app.vjepa.train ][log_stats ] [33, 240] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.40e-04] [mem: 3.29e+04] [iter: 3968.4 ms] [gpu: 3945.3 ms] [data: 12.1 ms] +[INFO ][2026-05-10 04:46:14][app.vjepa.train ][log_stats ] [33, 250] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.40e-04] [mem: 3.29e+04] [iter: 3977.2 ms] [gpu: 3954.7 ms] [data: 11.6 ms] +[INFO ][2026-05-10 04:46:54][app.vjepa.train ][log_stats ] [33, 260] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.40e-04] [mem: 3.29e+04] [iter: 3975.9 ms] [gpu: 3953.7 ms] [data: 11.2 ms] +[INFO ][2026-05-10 04:47:33][app.vjepa.train ][log_stats ] [33, 270] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.39e-04] [mem: 3.29e+04] [iter: 3975.4 ms] [gpu: 3953.6 ms] [data: 10.8 ms] +[INFO ][2026-05-10 04:48:14][app.vjepa.train ][log_stats ] [33, 280] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.39e-04] [mem: 3.29e+04] [iter: 3977.3 ms] [gpu: 3955.9 ms] [data: 10.4 ms] +[INFO ][2026-05-10 04:48:53][app.vjepa.train ][log_stats ] [33, 290] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.39e-04] [mem: 3.29e+04] [iter: 3976.2 ms] [gpu: 3955.2 ms] [data: 10.1 ms] +[INFO ][2026-05-10 04:49:29][app.vjepa.train ][log_stats ] [33, 299] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.39e-04] [mem: 3.29e+04] [iter: 3974.4 ms] [gpu: 3953.6 ms] [data: 9.8 ms] +[INFO ][2026-05-10 04:49:29][app.vjepa.train ][main ] avg. loss 0.537 +[INFO ][2026-05-10 04:49:30][app.vjepa.train ][main ] Epoch 34 +[INFO ][2026-05-10 04:50:07][app.vjepa.train ][log_stats ] [34, 0] loss: 0.551 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.39e-04] [mem: 3.29e+04] [iter: 7566.2 ms] [gpu: 5469.7 ms] [data: 2085.7 ms] +[INFO ][2026-05-10 04:50:47][app.vjepa.train ][log_stats ] [34, 10] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.39e-04] [mem: 3.29e+04] [iter: 4349.6 ms] [gpu: 4148.7 ms] [data: 190.0 ms] +[INFO ][2026-05-10 04:51:28][app.vjepa.train ][log_stats ] [34, 20] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.39e-04] [mem: 3.29e+04] [iter: 4231.5 ms] [gpu: 4120.8 ms] [data: 99.7 ms] +[INFO ][2026-05-10 04:52:08][app.vjepa.train ][log_stats ] [34, 30] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.29e+04] [iter: 4124.9 ms] [gpu: 4046.3 ms] [data: 67.7 ms] +[INFO ][2026-05-10 04:52:47][app.vjepa.train ][log_stats ] [34, 40] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.29e+04] [iter: 4078.7 ms] [gpu: 4016.5 ms] [data: 51.3 ms] +[INFO ][2026-05-10 04:53:27][app.vjepa.train ][log_stats ] [34, 50] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.29e+04] [iter: 4064.3 ms] [gpu: 4012.1 ms] [data: 41.3 ms] +[INFO ][2026-05-10 04:54:06][app.vjepa.train ][log_stats ] [34, 60] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.29e+04] [iter: 4037.1 ms] [gpu: 3991.5 ms] [data: 34.6 ms] +[INFO ][2026-05-10 04:54:46][app.vjepa.train ][log_stats ] [34, 70] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.29e+04] [iter: 4022.2 ms] [gpu: 3981.4 ms] [data: 29.8 ms] +[INFO ][2026-05-10 04:55:25][app.vjepa.train ][log_stats ] [34, 80] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.29e+04] [iter: 4012.0 ms] [gpu: 3974.8 ms] [data: 26.2 ms] +submitit INFO (2026-05-10 04:55:29,233) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,236) - Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,238) - Calling checkpoint method. +[INFO ][2026-05-10 04:55:29][submitit ][_checkpoint ] Calling checkpoint method. +submitit WARNING (2026-05-10 04:55:29,468) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,470) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,472) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit INFO (2026-05-10 04:55:29,493) - Requeued job 22606429 (19 remaining timeouts) +[INFO ][2026-05-10 04:55:29][submitit ][_requeue ] Requeued job 22606429 (19 remaining timeouts) +submitit INFO (2026-05-10 04:55:29,493) - Exiting gracefully after preemption/timeout. +[INFO ][2026-05-10 04:55:29][submitit ][_exit ] Exiting gracefully after preemption/timeout. +wandb: +wandb: 🚀 View run d003_lora_ema_capilvd1689m at: https://wandb.ai/uvjepa/vjepa_ablation/runs/s7pbl9w1 +wandb: Find logs at: ../../../../../../../../../scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/wandb/run-20260509_170336-s7pbl9w1/logs +submitit INFO (2026-05-10 04:59:12,566) - Starting with JobEnvironment(job_id=22606429, hostname=gcn74.local.snellius.surf.nl, local_rank=0(4), node=0(4), global_rank=0(16)) +submitit INFO (2026-05-10 04:59:12,568) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 05:00:29][app.vjepa.train ][main ] Initialized (rank/world-size) 0/16, tasks_per_node=4 +[INFO ][2026-05-10 05:00:29][root ][stage_datasets ] [local_rank 0/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 05:00:29][root ][_stage_targz_parts ] [rank 0] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 05:00:43][root ][_stage_targz_parts ] [local_rank 0] Extracted 2/26 parts +[INFO ][2026-05-10 05:00:57][root ][_stage_targz_parts ] [local_rank 0] Extracted 4/26 parts +[INFO ][2026-05-10 05:01:11][root ][_stage_targz_parts ] [local_rank 0] Extracted 6/26 parts +[INFO ][2026-05-10 05:01:25][root ][_stage_targz_parts ] [local_rank 0] Extracted 8/26 parts +[INFO ][2026-05-10 05:01:39][root ][_stage_targz_parts ] [local_rank 0] Extracted 10/26 parts +[INFO ][2026-05-10 05:01:53][root ][_stage_targz_parts ] [local_rank 0] Extracted 12/26 parts +[INFO ][2026-05-10 05:02:07][root ][_stage_targz_parts ] [local_rank 0] Extracted 14/26 parts +[INFO ][2026-05-10 05:02:22][root ][_stage_targz_parts ] [local_rank 0] Extracted 16/26 parts +[INFO ][2026-05-10 05:02:36][root ][_stage_targz_parts ] [local_rank 0] Extracted 18/26 parts +[INFO ][2026-05-10 05:02:50][root ][_stage_targz_parts ] [local_rank 0] Extracted 20/26 parts +[INFO ][2026-05-10 05:03:05][root ][_stage_targz_parts ] [local_rank 0] Extracted 22/26 parts +[INFO ][2026-05-10 05:03:19][root ][_stage_targz_parts ] [local_rank 0] Extracted 24/26 parts +[INFO ][2026-05-10 05:03:33][root ][_stage_targz_parts ] [local_rank 0] Extracted 26/26 parts +[INFO ][2026-05-10 05:03:33][root ][stage_datasets ] [local_rank 0/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:03:33][root ][_stage_multipart_tar ] [rank 0] Extracting multipart tar (2 files) to /scratch-node/dcanez.22606429/ssv2 +[INFO ][2026-05-10 05:04:32][root ][stage_datasets ] Data staging completed in 243.5s (4.1min) +[INFO ][2026-05-10 05:04:32][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/kinetics_240/train.csv (239789 entries) +[INFO ][2026-05-10 05:04:33][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/ssv2/train.csv (168913 entries) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Resuming wandb run: s7pbl9w1 +[INFO ][2026-05-10 05:04:40][app.vjepa.train ][main ] Initialized wandb run: d003_lora_ema_capilvd1689m (id=s7pbl9w1) +[INFO ][2026-05-10 05:05:22][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:05:26][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:05:26][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:05:28][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:05:31][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 0 / 16 +[INFO ][2026-05-10 05:05:31][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:05:31][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:05:31][app.vjepa.train ][main ] Wrapping models in DDP (rank 0)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +[INFO ][2026-05-10 05:06:54][app.vjepa.train ][main ] Epoch 34 +[INFO ][2026-05-10 05:07:39][app.vjepa.train ][log_stats ] [34, 0] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.39e-04] [mem: 2.98e+04] [iter: 14237.7 ms] [gpu: 11720.6 ms] [data: 2506.6 ms] +[INFO ][2026-05-10 05:08:19][app.vjepa.train ][log_stats ] [34, 10] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.39e-04] [mem: 3.09e+04] [iter: 4953.4 ms] [gpu: 4714.3 ms] [data: 228.2 ms] +[INFO ][2026-05-10 05:08:59][app.vjepa.train ][log_stats ] [34, 20] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.39e-04] [mem: 3.15e+04] [iter: 4505.0 ms] [gpu: 4374.4 ms] [data: 119.7 ms] +[INFO ][2026-05-10 05:09:38][app.vjepa.train ][log_stats ] [34, 30] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.15e+04] [iter: 4293.2 ms] [gpu: 4201.0 ms] [data: 81.2 ms] +[INFO ][2026-05-10 05:10:17][app.vjepa.train ][log_stats ] [34, 40] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.18e+04] [iter: 4203.6 ms] [gpu: 4131.2 ms] [data: 61.5 ms] +[INFO ][2026-05-10 05:10:57][app.vjepa.train ][log_stats ] [34, 50] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.18e+04] [iter: 4166.4 ms] [gpu: 4106.0 ms] [data: 49.5 ms] +[INFO ][2026-05-10 05:11:36][app.vjepa.train ][log_stats ] [34, 60] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.18e+04] [iter: 4120.7 ms] [gpu: 4068.3 ms] [data: 41.4 ms] +[INFO ][2026-05-10 05:12:16][app.vjepa.train ][log_stats ] [34, 70] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.18e+04] [iter: 4110.5 ms] [gpu: 4063.9 ms] [data: 35.7 ms] +[INFO ][2026-05-10 05:12:56][app.vjepa.train ][log_stats ] [34, 80] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.38e-04] [mem: 3.18e+04] [iter: 4097.0 ms] [gpu: 4054.7 ms] [data: 31.3 ms] +[INFO ][2026-05-10 05:13:36][app.vjepa.train ][log_stats ] [34, 90] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.37e-04] [mem: 3.18e+04] [iter: 4081.5 ms] [gpu: 4042.6 ms] [data: 27.9 ms] +[INFO ][2026-05-10 05:14:17][app.vjepa.train ][log_stats ] [34, 100] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.37e-04] [mem: 3.18e+04] [iter: 4089.1 ms] [gpu: 4053.0 ms] [data: 25.2 ms] +[INFO ][2026-05-10 05:14:56][app.vjepa.train ][log_stats ] [34, 110] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.37e-04] [mem: 3.18e+04] [iter: 4069.1 ms] [gpu: 4035.1 ms] [data: 22.9 ms] +[INFO ][2026-05-10 05:15:35][app.vjepa.train ][log_stats ] [34, 120] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.37e-04] [mem: 3.18e+04] [iter: 4052.5 ms] [gpu: 4020.4 ms] [data: 21.1 ms] +[INFO ][2026-05-10 05:16:14][app.vjepa.train ][log_stats ] [34, 130] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.37e-04] [mem: 3.18e+04] [iter: 4038.2 ms] [gpu: 4007.7 ms] [data: 19.5 ms] +[INFO ][2026-05-10 05:16:54][app.vjepa.train ][log_stats ] [34, 140] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.37e-04] [mem: 3.18e+04] [iter: 4039.6 ms] [gpu: 4010.4 ms] [data: 18.1 ms] +[INFO ][2026-05-10 05:17:36][app.vjepa.train ][log_stats ] [34, 150] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.36e-04] [mem: 3.18e+04] [iter: 4047.5 ms] [gpu: 4019.6 ms] [data: 17.0 ms] +[INFO ][2026-05-10 05:18:15][app.vjepa.train ][log_stats ] [34, 160] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.36e-04] [mem: 3.18e+04] [iter: 4038.1 ms] [gpu: 4011.2 ms] [data: 15.9 ms] +[INFO ][2026-05-10 05:18:54][app.vjepa.train ][log_stats ] [34, 170] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.36e-04] [mem: 3.18e+04] [iter: 4029.6 ms] [gpu: 4003.6 ms] [data: 15.0 ms] +[INFO ][2026-05-10 05:19:31][app.vjepa.train ][log_stats ] [34, 180] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.36e-04] [mem: 3.18e+04] [iter: 4014.6 ms] [gpu: 3989.4 ms] [data: 14.2 ms] +[INFO ][2026-05-10 05:20:10][app.vjepa.train ][log_stats ] [34, 190] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.36e-04] [mem: 3.18e+04] [iter: 4006.1 ms] [gpu: 3981.6 ms] [data: 13.5 ms] +[INFO ][2026-05-10 05:20:49][app.vjepa.train ][log_stats ] [34, 200] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.36e-04] [mem: 3.18e+04] [iter: 3999.0 ms] [gpu: 3975.2 ms] [data: 12.8 ms] +[INFO ][2026-05-10 05:21:27][app.vjepa.train ][log_stats ] [34, 210] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.35e-04] [mem: 3.18e+04] [iter: 3991.4 ms] [gpu: 3968.2 ms] [data: 12.2 ms] +[INFO ][2026-05-10 05:22:06][app.vjepa.train ][log_stats ] [34, 220] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.35e-04] [mem: 3.18e+04] [iter: 3987.4 ms] [gpu: 3964.7 ms] [data: 11.7 ms] +[INFO ][2026-05-10 05:22:46][app.vjepa.train ][log_stats ] [34, 230] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.35e-04] [mem: 3.18e+04] [iter: 3985.4 ms] [gpu: 3963.2 ms] [data: 11.2 ms] +[INFO ][2026-05-10 05:23:26][app.vjepa.train ][log_stats ] [34, 240] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.35e-04] [mem: 3.18e+04] [iter: 3984.7 ms] [gpu: 3963.0 ms] [data: 10.8 ms] +[INFO ][2026-05-10 05:24:05][app.vjepa.train ][log_stats ] [34, 250] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.35e-04] [mem: 3.18e+04] [iter: 3980.8 ms] [gpu: 3959.5 ms] [data: 10.4 ms] +[INFO ][2026-05-10 05:24:43][app.vjepa.train ][log_stats ] [34, 260] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.34e-04] [mem: 3.18e+04] [iter: 3975.2 ms] [gpu: 3954.2 ms] [data: 10.0 ms] +[INFO ][2026-05-10 05:25:22][app.vjepa.train ][log_stats ] [34, 270] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.34e-04] [mem: 3.18e+04] [iter: 3972.8 ms] [gpu: 3952.2 ms] [data: 9.6 ms] +[INFO ][2026-05-10 05:26:03][app.vjepa.train ][log_stats ] [34, 280] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.34e-04] [mem: 3.18e+04] [iter: 3976.1 ms] [gpu: 3955.8 ms] [data: 9.3 ms] +[INFO ][2026-05-10 05:26:41][app.vjepa.train ][log_stats ] [34, 290] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.34e-04] [mem: 3.18e+04] [iter: 3970.3 ms] [gpu: 3950.3 ms] [data: 9.0 ms] +[INFO ][2026-05-10 05:27:17][app.vjepa.train ][log_stats ] [34, 299] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.34e-04] [mem: 3.18e+04] [iter: 3970.3 ms] [gpu: 3950.6 ms] [data: 8.7 ms] +[INFO ][2026-05-10 05:27:17][app.vjepa.train ][main ] avg. loss 0.536 +[INFO ][2026-05-10 05:27:19][app.vjepa.train ][main ] Epoch 35 +[INFO ][2026-05-10 05:27:57][app.vjepa.train ][log_stats ] [35, 0] loss: 0.548 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.34e-04] [mem: 3.18e+04] [iter: 6438.4 ms] [gpu: 3871.8 ms] [data: 2555.6 ms] +[INFO ][2026-05-10 05:28:37][app.vjepa.train ][log_stats ] [35, 10] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.34e-04] [mem: 3.18e+04] [iter: 4250.2 ms] [gpu: 4006.5 ms] [data: 232.7 ms] +[INFO ][2026-05-10 05:29:17][app.vjepa.train ][log_stats ] [35, 20] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.33e-04] [mem: 3.18e+04] [iter: 4109.0 ms] [gpu: 3976.0 ms] [data: 122.1 ms] +[INFO ][2026-05-10 05:29:57][app.vjepa.train ][log_stats ] [35, 30] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.33e-04] [mem: 3.20e+04] [iter: 4063.3 ms] [gpu: 3969.5 ms] [data: 82.8 ms] +[INFO ][2026-05-10 05:30:36][app.vjepa.train ][log_stats ] [35, 40] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.33e-04] [mem: 3.20e+04] [iter: 4034.3 ms] [gpu: 3960.6 ms] [data: 62.7 ms] +[INFO ][2026-05-10 05:31:16][app.vjepa.train ][log_stats ] [35, 50] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.33e-04] [mem: 3.28e+04] [iter: 4017.1 ms] [gpu: 3955.7 ms] [data: 50.5 ms] +[INFO ][2026-05-10 05:31:55][app.vjepa.train ][log_stats ] [35, 60] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.33e-04] [mem: 3.28e+04] [iter: 3995.5 ms] [gpu: 3942.2 ms] [data: 42.3 ms] +[INFO ][2026-05-10 05:32:34][app.vjepa.train ][log_stats ] [35, 70] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.33e-04] [mem: 3.28e+04] [iter: 3985.4 ms] [gpu: 3938.0 ms] [data: 36.4 ms] +[INFO ][2026-05-10 05:33:14][app.vjepa.train ][log_stats ] [35, 80] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.32e-04] [mem: 3.28e+04] [iter: 3978.5 ms] [gpu: 3935.6 ms] [data: 31.9 ms] +[INFO ][2026-05-10 05:33:53][app.vjepa.train ][log_stats ] [35, 90] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.32e-04] [mem: 3.28e+04] [iter: 3972.4 ms] [gpu: 3932.9 ms] [data: 28.5 ms] +[INFO ][2026-05-10 05:34:31][app.vjepa.train ][log_stats ] [35, 100] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.32e-04] [mem: 3.28e+04] [iter: 3958.4 ms] [gpu: 3921.7 ms] [data: 25.7 ms] +[INFO ][2026-05-10 05:35:10][app.vjepa.train ][log_stats ] [35, 110] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.32e-04] [mem: 3.28e+04] [iter: 3953.7 ms] [gpu: 3919.3 ms] [data: 23.4 ms] +[INFO ][2026-05-10 05:35:51][app.vjepa.train ][log_stats ] [35, 120] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.32e-04] [mem: 3.28e+04] [iter: 3963.1 ms] [gpu: 3930.6 ms] [data: 21.5 ms] +[INFO ][2026-05-10 05:36:30][app.vjepa.train ][log_stats ] [35, 130] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.32e-04] [mem: 3.28e+04] [iter: 3955.5 ms] [gpu: 3924.6 ms] [data: 19.9 ms] +[INFO ][2026-05-10 05:37:09][app.vjepa.train ][log_stats ] [35, 140] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.31e-04] [mem: 3.28e+04] [iter: 3953.2 ms] [gpu: 3923.7 ms] [data: 18.5 ms] +[INFO ][2026-05-10 05:37:48][app.vjepa.train ][log_stats ] [35, 150] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.31e-04] [mem: 3.28e+04] [iter: 3946.6 ms] [gpu: 3918.3 ms] [data: 17.3 ms] +[INFO ][2026-05-10 05:38:27][app.vjepa.train ][log_stats ] [35, 160] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.31e-04] [mem: 3.28e+04] [iter: 3943.6 ms] [gpu: 3916.4 ms] [data: 16.2 ms] +[INFO ][2026-05-10 05:39:06][app.vjepa.train ][log_stats ] [35, 170] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.31e-04] [mem: 3.28e+04] [iter: 3945.4 ms] [gpu: 3919.1 ms] [data: 15.3 ms] +[INFO ][2026-05-10 05:39:43][app.vjepa.train ][log_stats ] [35, 180] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.31e-04] [mem: 3.28e+04] [iter: 3930.9 ms] [gpu: 3905.4 ms] [data: 14.5 ms] +[INFO ][2026-05-10 05:40:22][app.vjepa.train ][log_stats ] [35, 190] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.30e-04] [mem: 3.28e+04] [iter: 3927.5 ms] [gpu: 3902.7 ms] [data: 13.7 ms] +[INFO ][2026-05-10 05:41:00][app.vjepa.train ][log_stats ] [35, 200] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.30e-04] [mem: 3.28e+04] [iter: 3922.2 ms] [gpu: 3898.1 ms] [data: 13.1 ms] +[INFO ][2026-05-10 05:41:40][app.vjepa.train ][log_stats ] [35, 210] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.30e-04] [mem: 3.28e+04] [iter: 3924.4 ms] [gpu: 3900.9 ms] [data: 12.5 ms] +[INFO ][2026-05-10 05:42:20][app.vjepa.train ][log_stats ] [35, 220] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.30e-04] [mem: 3.28e+04] [iter: 3928.0 ms] [gpu: 3905.0 ms] [data: 11.9 ms] +[INFO ][2026-05-10 05:42:58][app.vjepa.train ][log_stats ] [35, 230] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.30e-04] [mem: 3.28e+04] [iter: 3924.6 ms] [gpu: 3902.1 ms] [data: 11.4 ms] +[INFO ][2026-05-10 05:43:39][app.vjepa.train ][log_stats ] [35, 240] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.30e-04] [mem: 3.28e+04] [iter: 3930.2 ms] [gpu: 3908.2 ms] [data: 11.0 ms] +[INFO ][2026-05-10 05:44:19][app.vjepa.train ][log_stats ] [35, 250] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.29e-04] [mem: 3.28e+04] [iter: 3933.9 ms] [gpu: 3912.4 ms] [data: 10.5 ms] +[INFO ][2026-05-10 05:44:59][app.vjepa.train ][log_stats ] [35, 260] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.29e-04] [mem: 3.28e+04] [iter: 3933.9 ms] [gpu: 3912.8 ms] [data: 10.2 ms] +[INFO ][2026-05-10 05:45:39][app.vjepa.train ][log_stats ] [35, 270] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.29e-04] [mem: 3.28e+04] [iter: 3938.2 ms] [gpu: 3917.4 ms] [data: 9.8 ms] +[INFO ][2026-05-10 05:46:19][app.vjepa.train ][log_stats ] [35, 280] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.29e-04] [mem: 3.28e+04] [iter: 3938.1 ms] [gpu: 3917.6 ms] [data: 9.5 ms] +[INFO ][2026-05-10 05:46:57][app.vjepa.train ][log_stats ] [35, 290] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.29e-04] [mem: 3.28e+04] [iter: 3936.2 ms] [gpu: 3916.1 ms] [data: 9.1 ms] +[INFO ][2026-05-10 05:47:33][app.vjepa.train ][log_stats ] [35, 299] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.29e-04] [mem: 3.28e+04] [iter: 3937.0 ms] [gpu: 3917.1 ms] [data: 8.9 ms] +[INFO ][2026-05-10 05:47:33][app.vjepa.train ][main ] avg. loss 0.536 +[INFO ][2026-05-10 05:47:35][app.vjepa.train ][main ] Running KNN evaluation at epoch 35... +[INFO ][2026-05-10 05:47:35][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ucf101 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 05:47:35][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: mean, CLS token: False +[INFO ][2026-05-10 05:47:35][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 05:47:35][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 9200 videos across 101 classes +[INFO ][2026-05-10 05:47:35][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 2525 videos across 101 classes +[INFO ][2026-05-10 05:47:35][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:47:35][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:47:35][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:47:35][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:47:35][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 36 batches, Val loader: 10 batches +[INFO ][2026-05-10 05:47:35][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 05:48:07][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/36 batches +[INFO ][2026-05-10 05:48:35][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 20/36 batches +[INFO ][2026-05-10 05:48:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([2300, 1024]) +[INFO ][2026-05-10 05:48:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 05:49:31][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/10 batches +[INFO ][2026-05-10 05:49:45][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([632, 1024]) +[INFO ][2026-05-10 05:49:45][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([9200, 1024]), val torch.Size([2528, 1024]) +[INFO ][2026-05-10 05:49:45][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ucf101 (pool=mean) Results: Top-1 = 64.52%, Top-5 = 88.09% +[INFO ][2026-05-10 05:49:45][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 35, ucf101): Top-1 = 64.52%, Top-5 = 88.09% +[INFO ][2026-05-10 05:49:45][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ssv2_coarse10 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 05:49:45][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: temporal_concat, CLS token: False +[INFO ][2026-05-10 05:49:45][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 05:49:46][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 5000 videos across 10 classes +[INFO ][2026-05-10 05:49:46][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 996 videos across 10 classes +[INFO ][2026-05-10 05:49:46][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:49:46][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:49:46][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:49:46][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:49:46][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 20 batches, Val loader: 4 batches +[INFO ][2026-05-10 05:49:46][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 05:50:14][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/20 batches +[INFO ][2026-05-10 05:50:41][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([1250, 16384]) +[INFO ][2026-05-10 05:50:41][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 05:50:54][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/4 batches +[INFO ][2026-05-10 05:50:59][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([249, 16384]) +[INFO ][2026-05-10 05:50:59][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([5000, 16384]), val torch.Size([996, 16384]) +[INFO ][2026-05-10 05:50:59][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 34.64%, Top-5 = 79.02% +[INFO ][2026-05-10 05:51:00][src.utils.knn_eval ][run_knn_eval ] [Linear Probe] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 51.20%, Top-5 = 91.37% +[INFO ][2026-05-10 05:51:00][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 35, ssv2_coarse10_temporal_concat): Top-1 = 34.64%, Top-5 = 79.02% +[INFO ][2026-05-10 05:51:00][app.vjepa.train ][main ] New best Linear SSv2 top-1: 51.20% at epoch 35. Saving best.pt +[INFO ][2026-05-10 05:51:04][app.vjepa.train ][main ] Epoch 36 +[INFO ][2026-05-10 05:51:41][app.vjepa.train ][log_stats ] [36, 0] loss: 0.531 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.29e-04] [mem: 3.28e+04] [iter: 6940.2 ms] [gpu: 4119.0 ms] [data: 2810.3 ms] +[INFO ][2026-05-10 05:52:22][app.vjepa.train ][log_stats ] [36, 10] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.28e-04] [mem: 3.28e+04] [iter: 4324.1 ms] [gpu: 4057.3 ms] [data: 255.8 ms] +[INFO ][2026-05-10 05:53:02][app.vjepa.train ][log_stats ] [36, 20] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.28e-04] [mem: 3.28e+04] [iter: 4200.2 ms] [gpu: 4055.1 ms] [data: 134.2 ms] +[INFO ][2026-05-10 05:53:42][app.vjepa.train ][log_stats ] [36, 30] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.28e-04] [mem: 3.28e+04] [iter: 4111.8 ms] [gpu: 4009.8 ms] [data: 91.0 ms] +[INFO ][2026-05-10 05:54:21][app.vjepa.train ][log_stats ] [36, 40] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.28e-04] [mem: 3.28e+04] [iter: 4075.1 ms] [gpu: 3995.2 ms] [data: 68.9 ms] +[INFO ][2026-05-10 05:55:01][app.vjepa.train ][log_stats ] [36, 50] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.28e-04] [mem: 3.28e+04] [iter: 4056.9 ms] [gpu: 3990.4 ms] [data: 55.5 ms] +[INFO ][2026-05-10 05:55:41][app.vjepa.train ][log_stats ] [36, 60] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.27e-04] [mem: 3.28e+04] [iter: 4037.9 ms] [gpu: 3980.5 ms] [data: 46.4 ms] +[INFO ][2026-05-10 05:56:24][app.vjepa.train ][log_stats ] [36, 70] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.27e-04] [mem: 3.28e+04] [iter: 4077.7 ms] [gpu: 4026.8 ms] [data: 40.0 ms] +[INFO ][2026-05-10 05:57:03][app.vjepa.train ][log_stats ] [36, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.27e-04] [mem: 3.28e+04] [iter: 4053.1 ms] [gpu: 4007.0 ms] [data: 35.1 ms] +[INFO ][2026-05-10 05:57:42][app.vjepa.train ][log_stats ] [36, 90] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.27e-04] [mem: 3.28e+04] [iter: 4038.3 ms] [gpu: 3996.0 ms] [data: 31.3 ms] +[INFO ][2026-05-10 05:58:23][app.vjepa.train ][log_stats ] [36, 100] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.27e-04] [mem: 3.28e+04] [iter: 4049.5 ms] [gpu: 4010.3 ms] [data: 28.2 ms] +[INFO ][2026-05-10 05:59:03][app.vjepa.train ][log_stats ] [36, 110] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.27e-04] [mem: 3.28e+04] [iter: 4044.5 ms] [gpu: 4007.8 ms] [data: 25.7 ms] +[INFO ][2026-05-10 05:59:43][app.vjepa.train ][log_stats ] [36, 120] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.26e-04] [mem: 3.28e+04] [iter: 4040.0 ms] [gpu: 4005.4 ms] [data: 23.6 ms] +[INFO ][2026-05-10 06:00:23][app.vjepa.train ][log_stats ] [36, 130] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.26e-04] [mem: 3.28e+04] [iter: 4037.1 ms] [gpu: 4004.3 ms] [data: 21.8 ms] +[INFO ][2026-05-10 06:01:03][app.vjepa.train ][log_stats ] [36, 140] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.26e-04] [mem: 3.28e+04] [iter: 4030.0 ms] [gpu: 3998.7 ms] [data: 20.3 ms] +[INFO ][2026-05-10 06:01:42][app.vjepa.train ][log_stats ] [36, 150] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.26e-04] [mem: 3.28e+04] [iter: 4023.5 ms] [gpu: 3993.5 ms] [data: 19.0 ms] +[INFO ][2026-05-10 06:02:22][app.vjepa.train ][log_stats ] [36, 160] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.26e-04] [mem: 3.28e+04] [iter: 4019.3 ms] [gpu: 3990.4 ms] [data: 17.8 ms] +[INFO ][2026-05-10 06:03:01][app.vjepa.train ][log_stats ] [36, 170] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.25e-04] [mem: 3.28e+04] [iter: 4012.8 ms] [gpu: 3985.0 ms] [data: 16.8 ms] +[INFO ][2026-05-10 06:03:40][app.vjepa.train ][log_stats ] [36, 180] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.25e-04] [mem: 3.28e+04] [iter: 4006.9 ms] [gpu: 3980.0 ms] [data: 15.9 ms] +[INFO ][2026-05-10 06:04:20][app.vjepa.train ][log_stats ] [36, 190] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.25e-04] [mem: 3.28e+04] [iter: 4008.1 ms] [gpu: 3981.9 ms] [data: 15.1 ms] +[INFO ][2026-05-10 06:04:59][app.vjepa.train ][log_stats ] [36, 200] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.25e-04] [mem: 3.28e+04] [iter: 3999.6 ms] [gpu: 3974.2 ms] [data: 14.4 ms] +[INFO ][2026-05-10 06:05:37][app.vjepa.train ][log_stats ] [36, 210] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.25e-04] [mem: 3.28e+04] [iter: 3993.5 ms] [gpu: 3968.7 ms] [data: 13.7 ms] +[INFO ][2026-05-10 06:06:16][app.vjepa.train ][log_stats ] [36, 220] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.25e-04] [mem: 3.28e+04] [iter: 3988.7 ms] [gpu: 3964.6 ms] [data: 13.1 ms] +[INFO ][2026-05-10 06:06:57][app.vjepa.train ][log_stats ] [36, 230] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.24e-04] [mem: 3.28e+04] [iter: 3990.4 ms] [gpu: 3966.8 ms] [data: 12.6 ms] +[INFO ][2026-05-10 06:07:36][app.vjepa.train ][log_stats ] [36, 240] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.24e-04] [mem: 3.28e+04] [iter: 3987.7 ms] [gpu: 3964.6 ms] [data: 12.1 ms] +[INFO ][2026-05-10 06:08:15][app.vjepa.train ][log_stats ] [36, 250] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.24e-04] [mem: 3.28e+04] [iter: 3985.3 ms] [gpu: 3962.7 ms] [data: 11.6 ms] +[INFO ][2026-05-10 06:08:55][app.vjepa.train ][log_stats ] [36, 260] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.24e-04] [mem: 3.28e+04] [iter: 3983.9 ms] [gpu: 3961.7 ms] [data: 11.2 ms] +[INFO ][2026-05-10 06:09:35][app.vjepa.train ][log_stats ] [36, 270] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.24e-04] [mem: 3.28e+04] [iter: 3984.9 ms] [gpu: 3963.1 ms] [data: 10.8 ms] +[INFO ][2026-05-10 06:10:15][app.vjepa.train ][log_stats ] [36, 280] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.23e-04] [mem: 3.28e+04] [iter: 3984.2 ms] [gpu: 3962.8 ms] [data: 10.4 ms] +[INFO ][2026-05-10 06:10:53][app.vjepa.train ][log_stats ] [36, 290] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.23e-04] [mem: 3.28e+04] [iter: 3980.9 ms] [gpu: 3959.8 ms] [data: 10.1 ms] +[INFO ][2026-05-10 06:11:28][app.vjepa.train ][log_stats ] [36, 299] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.23e-04] [mem: 3.28e+04] [iter: 3977.3 ms] [gpu: 3956.5 ms] [data: 9.8 ms] +[INFO ][2026-05-10 06:11:28][app.vjepa.train ][main ] avg. loss 0.536 +[INFO ][2026-05-10 06:11:31][app.vjepa.train ][main ] Epoch 37 +[INFO ][2026-05-10 06:12:23][app.vjepa.train ][log_stats ] [37, 0] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.23e-04] [mem: 3.28e+04] [iter: 7499.9 ms] [gpu: 5230.9 ms] [data: 2258.1 ms] +[INFO ][2026-05-10 06:13:02][app.vjepa.train ][log_stats ] [37, 10] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.23e-04] [mem: 3.28e+04] [iter: 4297.2 ms] [gpu: 4080.6 ms] [data: 205.6 ms] +[INFO ][2026-05-10 06:13:42][app.vjepa.train ][log_stats ] [37, 20] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.23e-04] [mem: 3.28e+04] [iter: 4138.5 ms] [gpu: 4019.6 ms] [data: 107.9 ms] +[INFO ][2026-05-10 06:14:21][app.vjepa.train ][log_stats ] [37, 30] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.23e-04] [mem: 3.28e+04] [iter: 4065.9 ms] [gpu: 3981.7 ms] [data: 73.2 ms] +[INFO ][2026-05-10 06:15:00][app.vjepa.train ][log_stats ] [37, 40] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.22e-04] [mem: 3.28e+04] [iter: 4031.5 ms] [gpu: 3965.1 ms] [data: 55.5 ms] +[INFO ][2026-05-10 06:15:42][app.vjepa.train ][log_stats ] [37, 50] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.22e-04] [mem: 3.28e+04] [iter: 4047.6 ms] [gpu: 3991.9 ms] [data: 44.7 ms] +[INFO ][2026-05-10 06:16:23][app.vjepa.train ][log_stats ] [37, 60] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.22e-04] [mem: 3.28e+04] [iter: 4067.5 ms] [gpu: 4019.1 ms] [data: 37.4 ms] +[INFO ][2026-05-10 06:17:03][app.vjepa.train ][log_stats ] [37, 70] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.22e-04] [mem: 3.28e+04] [iter: 4058.4 ms] [gpu: 4015.2 ms] [data: 32.2 ms] +[INFO ][2026-05-10 06:17:42][app.vjepa.train ][log_stats ] [37, 80] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.22e-04] [mem: 3.28e+04] [iter: 4038.8 ms] [gpu: 3999.6 ms] [data: 28.3 ms] +[INFO ][2026-05-10 06:18:23][app.vjepa.train ][log_stats ] [37, 90] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.21e-04] [mem: 3.28e+04] [iter: 4038.6 ms] [gpu: 4002.4 ms] [data: 25.2 ms] +[INFO ][2026-05-10 06:19:01][app.vjepa.train ][log_stats ] [37, 100] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.21e-04] [mem: 3.28e+04] [iter: 4019.1 ms] [gpu: 3985.3 ms] [data: 22.7 ms] +[INFO ][2026-05-10 06:19:42][app.vjepa.train ][log_stats ] [37, 110] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.21e-04] [mem: 3.28e+04] [iter: 4022.9 ms] [gpu: 3991.1 ms] [data: 20.7 ms] +[INFO ][2026-05-10 06:20:21][app.vjepa.train ][log_stats ] [37, 120] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.21e-04] [mem: 3.28e+04] [iter: 4014.8 ms] [gpu: 3984.8 ms] [data: 19.0 ms] +[INFO ][2026-05-10 06:21:01][app.vjepa.train ][log_stats ] [37, 130] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.21e-04] [mem: 3.28e+04] [iter: 4011.5 ms] [gpu: 3982.8 ms] [data: 17.6 ms] +[INFO ][2026-05-10 06:21:41][app.vjepa.train ][log_stats ] [37, 140] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.21e-04] [mem: 3.28e+04] [iter: 4014.8 ms] [gpu: 3987.4 ms] [data: 16.4 ms] +[INFO ][2026-05-10 06:22:22][app.vjepa.train ][log_stats ] [37, 150] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.20e-04] [mem: 3.28e+04] [iter: 4019.3 ms] [gpu: 3992.9 ms] [data: 15.3 ms] +[INFO ][2026-05-10 06:23:02][app.vjepa.train ][log_stats ] [37, 160] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.20e-04] [mem: 3.28e+04] [iter: 4015.2 ms] [gpu: 3989.8 ms] [data: 14.4 ms] +[INFO ][2026-05-10 06:23:41][app.vjepa.train ][log_stats ] [37, 170] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.20e-04] [mem: 3.28e+04] [iter: 4012.0 ms] [gpu: 3987.4 ms] [data: 13.6 ms] +[INFO ][2026-05-10 06:24:21][app.vjepa.train ][log_stats ] [37, 180] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.20e-04] [mem: 3.28e+04] [iter: 4009.9 ms] [gpu: 3986.0 ms] [data: 12.9 ms] +[INFO ][2026-05-10 06:25:02][app.vjepa.train ][log_stats ] [37, 190] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.20e-04] [mem: 3.28e+04] [iter: 4011.3 ms] [gpu: 3988.0 ms] [data: 12.2 ms] +[INFO ][2026-05-10 06:25:41][app.vjepa.train ][log_stats ] [37, 200] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.19e-04] [mem: 3.28e+04] [iter: 4010.1 ms] [gpu: 3987.5 ms] [data: 11.6 ms] +[INFO ][2026-05-10 06:26:21][app.vjepa.train ][log_stats ] [37, 210] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.19e-04] [mem: 3.28e+04] [iter: 4008.1 ms] [gpu: 3986.0 ms] [data: 11.1 ms] +[INFO ][2026-05-10 06:27:00][app.vjepa.train ][log_stats ] [37, 220] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.19e-04] [mem: 3.28e+04] [iter: 4004.3 ms] [gpu: 3982.7 ms] [data: 10.6 ms] +[INFO ][2026-05-10 06:27:41][app.vjepa.train ][log_stats ] [37, 230] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.19e-04] [mem: 3.28e+04] [iter: 4005.9 ms] [gpu: 3984.7 ms] [data: 10.2 ms] +[INFO ][2026-05-10 06:28:21][app.vjepa.train ][log_stats ] [37, 240] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.19e-04] [mem: 3.28e+04] [iter: 4005.8 ms] [gpu: 3985.0 ms] [data: 9.8 ms] +[INFO ][2026-05-10 06:29:03][app.vjepa.train ][log_stats ] [37, 250] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.18e-04] [mem: 3.28e+04] [iter: 4012.7 ms] [gpu: 3992.3 ms] [data: 9.4 ms] +[INFO ][2026-05-10 06:29:42][app.vjepa.train ][log_stats ] [37, 260] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.18e-04] [mem: 3.28e+04] [iter: 4011.2 ms] [gpu: 3991.1 ms] [data: 9.0 ms] +[INFO ][2026-05-10 06:30:22][app.vjepa.train ][log_stats ] [37, 270] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.18e-04] [mem: 3.28e+04] [iter: 4006.6 ms] [gpu: 3986.8 ms] [data: 8.7 ms] +[INFO ][2026-05-10 06:31:02][app.vjepa.train ][log_stats ] [37, 280] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.18e-04] [mem: 3.28e+04] [iter: 4006.5 ms] [gpu: 3987.1 ms] [data: 8.4 ms] +[INFO ][2026-05-10 06:31:42][app.vjepa.train ][log_stats ] [37, 290] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.18e-04] [mem: 3.28e+04] [iter: 4007.0 ms] [gpu: 3987.9 ms] [data: 8.2 ms] +[INFO ][2026-05-10 06:32:17][app.vjepa.train ][log_stats ] [37, 299] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.18e-04] [mem: 3.28e+04] [iter: 4005.0 ms] [gpu: 3986.0 ms] [data: 7.9 ms] +[INFO ][2026-05-10 06:32:17][app.vjepa.train ][main ] avg. loss 0.536 +[INFO ][2026-05-10 06:32:19][app.vjepa.train ][main ] Epoch 38 +[INFO ][2026-05-10 06:32:58][app.vjepa.train ][log_stats ] [38, 0] loss: 0.540 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.18e-04] [mem: 3.28e+04] [iter: 8006.4 ms] [gpu: 5595.8 ms] [data: 2399.6 ms] +[INFO ][2026-05-10 06:33:38][app.vjepa.train ][log_stats ] [38, 10] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.17e-04] [mem: 3.28e+04] [iter: 4406.9 ms] [gpu: 4177.4 ms] [data: 218.5 ms] +[INFO ][2026-05-10 06:34:19][app.vjepa.train ][log_stats ] [38, 20] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.17e-04] [mem: 3.28e+04] [iter: 4280.3 ms] [gpu: 4154.6 ms] [data: 114.6 ms] +[INFO ][2026-05-10 06:34:59][app.vjepa.train ][log_stats ] [38, 30] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.17e-04] [mem: 3.28e+04] [iter: 4188.8 ms] [gpu: 4100.0 ms] [data: 77.8 ms] +[INFO ][2026-05-10 06:35:38][app.vjepa.train ][log_stats ] [38, 40] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.17e-04] [mem: 3.28e+04] [iter: 4103.0 ms] [gpu: 4033.1 ms] [data: 58.9 ms] +[INFO ][2026-05-10 06:36:17][app.vjepa.train ][log_stats ] [38, 50] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.17e-04] [mem: 3.28e+04] [iter: 4067.2 ms] [gpu: 4008.8 ms] [data: 47.4 ms] +[INFO ][2026-05-10 06:36:56][app.vjepa.train ][log_stats ] [38, 60] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.16e-04] [mem: 3.28e+04] [iter: 4047.8 ms] [gpu: 3997.1 ms] [data: 39.7 ms] +[INFO ][2026-05-10 06:37:36][app.vjepa.train ][log_stats ] [38, 70] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.16e-04] [mem: 3.28e+04] [iter: 4040.9 ms] [gpu: 3995.7 ms] [data: 34.2 ms] +[INFO ][2026-05-10 06:38:16][app.vjepa.train ][log_stats ] [38, 80] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.16e-04] [mem: 3.28e+04] [iter: 4030.0 ms] [gpu: 3989.0 ms] [data: 30.0 ms] +[INFO ][2026-05-10 06:38:56][app.vjepa.train ][log_stats ] [38, 90] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.16e-04] [mem: 3.28e+04] [iter: 4028.9 ms] [gpu: 3991.1 ms] [data: 26.8 ms] +[INFO ][2026-05-10 06:39:35][app.vjepa.train ][log_stats ] [38, 100] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.16e-04] [mem: 3.28e+04] [iter: 4014.1 ms] [gpu: 3978.9 ms] [data: 24.2 ms] +[INFO ][2026-05-10 06:40:13][app.vjepa.train ][log_stats ] [38, 110] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.15e-04] [mem: 3.28e+04] [iter: 3998.4 ms] [gpu: 3965.3 ms] [data: 22.0 ms] +[INFO ][2026-05-10 06:40:54][app.vjepa.train ][log_stats ] [38, 120] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.15e-04] [mem: 3.28e+04] [iter: 4003.1 ms] [gpu: 3971.8 ms] [data: 20.2 ms] +[INFO ][2026-05-10 06:41:33][app.vjepa.train ][log_stats ] [38, 130] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.15e-04] [mem: 3.28e+04] [iter: 3993.8 ms] [gpu: 3964.1 ms] [data: 18.7 ms] +[INFO ][2026-05-10 06:42:14][app.vjepa.train ][log_stats ] [38, 140] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.15e-04] [mem: 3.28e+04] [iter: 3999.6 ms] [gpu: 3971.1 ms] [data: 17.4 ms] +[INFO ][2026-05-10 06:42:53][app.vjepa.train ][log_stats ] [38, 150] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.15e-04] [mem: 3.28e+04] [iter: 3993.9 ms] [gpu: 3966.6 ms] [data: 16.3 ms] +[INFO ][2026-05-10 06:43:32][app.vjepa.train ][log_stats ] [38, 160] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.15e-04] [mem: 3.28e+04] [iter: 3987.1 ms] [gpu: 3960.8 ms] [data: 15.3 ms] +[INFO ][2026-05-10 06:44:12][app.vjepa.train ][log_stats ] [38, 170] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.14e-04] [mem: 3.28e+04] [iter: 3986.5 ms] [gpu: 3961.0 ms] [data: 14.4 ms] +[INFO ][2026-05-10 06:44:52][app.vjepa.train ][log_stats ] [38, 180] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.14e-04] [mem: 3.28e+04] [iter: 3986.8 ms] [gpu: 3962.1 ms] [data: 13.7 ms] +[INFO ][2026-05-10 06:45:31][app.vjepa.train ][log_stats ] [38, 190] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.14e-04] [mem: 3.28e+04] [iter: 3983.5 ms] [gpu: 3959.5 ms] [data: 13.0 ms] +[INFO ][2026-05-10 06:46:11][app.vjepa.train ][log_stats ] [38, 200] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.14e-04] [mem: 3.28e+04] [iter: 3982.5 ms] [gpu: 3959.2 ms] [data: 12.3 ms] +[INFO ][2026-05-10 06:46:50][app.vjepa.train ][log_stats ] [38, 210] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.14e-04] [mem: 3.28e+04] [iter: 3980.1 ms] [gpu: 3957.3 ms] [data: 11.8 ms] +[INFO ][2026-05-10 06:47:29][app.vjepa.train ][log_stats ] [38, 220] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.13e-04] [mem: 3.28e+04] [iter: 3975.5 ms] [gpu: 3953.2 ms] [data: 11.3 ms] +[INFO ][2026-05-10 06:48:07][app.vjepa.train ][log_stats ] [38, 230] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.13e-04] [mem: 3.28e+04] [iter: 3968.6 ms] [gpu: 3946.8 ms] [data: 10.8 ms] +[INFO ][2026-05-10 06:48:45][app.vjepa.train ][log_stats ] [38, 240] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.13e-04] [mem: 3.28e+04] [iter: 3963.5 ms] [gpu: 3942.1 ms] [data: 10.4 ms] +[INFO ][2026-05-10 06:49:26][app.vjepa.train ][log_stats ] [38, 250] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.13e-04] [mem: 3.28e+04] [iter: 3967.1 ms] [gpu: 3946.2 ms] [data: 10.0 ms] +[INFO ][2026-05-10 06:50:05][app.vjepa.train ][log_stats ] [38, 260] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.13e-04] [mem: 3.28e+04] [iter: 3965.4 ms] [gpu: 3944.8 ms] [data: 9.6 ms] +[INFO ][2026-05-10 06:50:45][app.vjepa.train ][log_stats ] [38, 270] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.12e-04] [mem: 3.28e+04] [iter: 3964.7 ms] [gpu: 3944.5 ms] [data: 9.2 ms] +[INFO ][2026-05-10 06:51:24][app.vjepa.train ][log_stats ] [38, 280] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.12e-04] [mem: 3.28e+04] [iter: 3962.6 ms] [gpu: 3942.6 ms] [data: 8.9 ms] +[INFO ][2026-05-10 06:52:04][app.vjepa.train ][log_stats ] [38, 290] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.12e-04] [mem: 3.28e+04] [iter: 3963.6 ms] [gpu: 3944.0 ms] [data: 8.6 ms] +[INFO ][2026-05-10 06:52:39][app.vjepa.train ][log_stats ] [38, 299] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.12e-04] [mem: 3.28e+04] [iter: 3962.3 ms] [gpu: 3943.0 ms] [data: 8.4 ms] +[INFO ][2026-05-10 06:52:39][app.vjepa.train ][main ] avg. loss 0.536 +[INFO ][2026-05-10 06:52:43][app.vjepa.train ][main ] Epoch 39 +[INFO ][2026-05-10 06:53:21][app.vjepa.train ][log_stats ] [39, 0] loss: 0.530 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.12e-04] [mem: 3.28e+04] [iter: 8190.5 ms] [gpu: 5759.3 ms] [data: 2420.2 ms] +[INFO ][2026-05-10 06:54:02][app.vjepa.train ][log_stats ] [39, 10] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.12e-04] [mem: 3.28e+04] [iter: 4425.2 ms] [gpu: 4193.8 ms] [data: 220.4 ms] +[INFO ][2026-05-10 06:54:42][app.vjepa.train ][log_stats ] [39, 20] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.11e-04] [mem: 3.28e+04] [iter: 4212.5 ms] [gpu: 4085.9 ms] [data: 115.6 ms] +[INFO ][2026-05-10 06:55:21][app.vjepa.train ][log_stats ] [39, 30] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.11e-04] [mem: 3.28e+04] [iter: 4116.8 ms] [gpu: 4027.3 ms] [data: 78.4 ms] +[INFO ][2026-05-10 06:56:00][app.vjepa.train ][log_stats ] [39, 40] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.11e-04] [mem: 3.28e+04] [iter: 4073.7 ms] [gpu: 4003.3 ms] [data: 59.4 ms] +[INFO ][2026-05-10 06:56:39][app.vjepa.train ][log_stats ] [39, 50] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.11e-04] [mem: 3.28e+04] [iter: 4040.7 ms] [gpu: 3981.9 ms] [data: 47.8 ms] +[INFO ][2026-05-10 06:57:19][app.vjepa.train ][log_stats ] [39, 60] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.11e-04] [mem: 3.28e+04] [iter: 4026.0 ms] [gpu: 3974.9 ms] [data: 40.1 ms] +[INFO ][2026-05-10 06:57:58][app.vjepa.train ][log_stats ] [39, 70] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.10e-04] [mem: 3.28e+04] [iter: 4017.6 ms] [gpu: 3972.1 ms] [data: 34.5 ms] +[INFO ][2026-05-10 06:58:39][app.vjepa.train ][log_stats ] [39, 80] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.10e-04] [mem: 3.28e+04] [iter: 4028.9 ms] [gpu: 3987.6 ms] [data: 30.3 ms] +[INFO ][2026-05-10 06:59:20][app.vjepa.train ][log_stats ] [39, 90] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.10e-04] [mem: 3.28e+04] [iter: 4036.3 ms] [gpu: 3998.3 ms] [data: 27.0 ms] +[INFO ][2026-05-10 07:00:01][app.vjepa.train ][log_stats ] [39, 100] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.10e-04] [mem: 3.28e+04] [iter: 4034.2 ms] [gpu: 3998.9 ms] [data: 24.4 ms] +[INFO ][2026-05-10 07:00:40][app.vjepa.train ][log_stats ] [39, 110] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.10e-04] [mem: 3.28e+04] [iter: 4025.8 ms] [gpu: 3992.6 ms] [data: 22.2 ms] +[INFO ][2026-05-10 07:01:21][app.vjepa.train ][log_stats ] [39, 120] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.09e-04] [mem: 3.28e+04] [iter: 4029.3 ms] [gpu: 3997.9 ms] [data: 20.4 ms] +[INFO ][2026-05-10 07:02:02][app.vjepa.train ][log_stats ] [39, 130] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.09e-04] [mem: 3.28e+04] [iter: 4032.9 ms] [gpu: 4003.1 ms] [data: 18.9 ms] +[INFO ][2026-05-10 07:02:41][app.vjepa.train ][log_stats ] [39, 140] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.09e-04] [mem: 3.28e+04] [iter: 4025.2 ms] [gpu: 3996.6 ms] [data: 17.6 ms] +[INFO ][2026-05-10 07:03:22][app.vjepa.train ][log_stats ] [39, 150] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.09e-04] [mem: 3.28e+04] [iter: 4030.5 ms] [gpu: 4003.1 ms] [data: 16.4 ms] +[INFO ][2026-05-10 07:04:02][app.vjepa.train ][log_stats ] [39, 160] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.09e-04] [mem: 3.28e+04] [iter: 4029.1 ms] [gpu: 4002.6 ms] [data: 15.4 ms] +[INFO ][2026-05-10 07:04:41][app.vjepa.train ][log_stats ] [39, 170] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.09e-04] [mem: 3.28e+04] [iter: 4022.2 ms] [gpu: 3996.7 ms] [data: 14.5 ms] +[INFO ][2026-05-10 07:05:21][app.vjepa.train ][log_stats ] [39, 180] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.08e-04] [mem: 3.28e+04] [iter: 4019.4 ms] [gpu: 3994.6 ms] [data: 13.8 ms] +[INFO ][2026-05-10 07:06:02][app.vjepa.train ][log_stats ] [39, 190] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.08e-04] [mem: 3.28e+04] [iter: 4024.8 ms] [gpu: 4000.7 ms] [data: 13.1 ms] +[INFO ][2026-05-10 07:06:42][app.vjepa.train ][log_stats ] [39, 200] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.08e-04] [mem: 3.28e+04] [iter: 4024.2 ms] [gpu: 4000.8 ms] [data: 12.4 ms] +[INFO ][2026-05-10 07:07:23][app.vjepa.train ][log_stats ] [39, 210] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.08e-04] [mem: 3.28e+04] [iter: 4024.7 ms] [gpu: 4001.9 ms] [data: 11.9 ms] +[INFO ][2026-05-10 07:08:02][app.vjepa.train ][log_stats ] [39, 220] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.08e-04] [mem: 3.28e+04] [iter: 4021.6 ms] [gpu: 3999.3 ms] [data: 11.3 ms] +[INFO ][2026-05-10 07:08:42][app.vjepa.train ][log_stats ] [39, 230] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.07e-04] [mem: 3.28e+04] [iter: 4019.6 ms] [gpu: 3997.7 ms] [data: 10.9 ms] +[INFO ][2026-05-10 07:09:21][app.vjepa.train ][log_stats ] [39, 240] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.07e-04] [mem: 3.28e+04] [iter: 4013.1 ms] [gpu: 3991.7 ms] [data: 10.4 ms] +[INFO ][2026-05-10 07:10:02][app.vjepa.train ][log_stats ] [39, 250] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.07e-04] [mem: 3.28e+04] [iter: 4020.0 ms] [gpu: 3999.0 ms] [data: 10.0 ms] +[INFO ][2026-05-10 07:10:42][app.vjepa.train ][log_stats ] [39, 260] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.07e-04] [mem: 3.28e+04] [iter: 4018.5 ms] [gpu: 3997.8 ms] [data: 9.7 ms] +[INFO ][2026-05-10 07:11:22][app.vjepa.train ][log_stats ] [39, 270] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.07e-04] [mem: 3.28e+04] [iter: 4015.4 ms] [gpu: 3995.0 ms] [data: 9.3 ms] +[INFO ][2026-05-10 07:12:01][app.vjepa.train ][log_stats ] [39, 280] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.06e-04] [mem: 3.28e+04] [iter: 4013.7 ms] [gpu: 3993.7 ms] [data: 9.0 ms] +[INFO ][2026-05-10 07:12:41][app.vjepa.train ][log_stats ] [39, 290] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.06e-04] [mem: 3.28e+04] [iter: 4012.2 ms] [gpu: 3992.5 ms] [data: 8.7 ms] +[INFO ][2026-05-10 07:13:16][app.vjepa.train ][log_stats ] [39, 299] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.06e-04] [mem: 3.28e+04] [iter: 4009.5 ms] [gpu: 3990.0 ms] [data: 8.5 ms] +[INFO ][2026-05-10 07:13:16][app.vjepa.train ][main ] avg. loss 0.535 +[INFO ][2026-05-10 07:13:18][app.vjepa.train ][main ] Epoch 40 +[INFO ][2026-05-10 07:13:56][app.vjepa.train ][log_stats ] [40, 0] loss: 0.539 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.06e-04] [mem: 3.28e+04] [iter: 7704.3 ms] [gpu: 5634.8 ms] [data: 2058.6 ms] +[INFO ][2026-05-10 07:14:36][app.vjepa.train ][log_stats ] [40, 10] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.06e-04] [mem: 3.28e+04] [iter: 4369.4 ms] [gpu: 4170.9 ms] [data: 187.5 ms] +[INFO ][2026-05-10 07:15:16][app.vjepa.train ][log_stats ] [40, 20] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.06e-04] [mem: 3.28e+04] [iter: 4216.5 ms] [gpu: 4107.2 ms] [data: 98.4 ms] +[INFO ][2026-05-10 07:15:58][app.vjepa.train ][log_stats ] [40, 30] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.05e-04] [mem: 3.28e+04] [iter: 4193.7 ms] [gpu: 4116.0 ms] [data: 66.8 ms] +[INFO ][2026-05-10 07:16:37][app.vjepa.train ][log_stats ] [40, 40] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.05e-04] [mem: 3.28e+04] [iter: 4125.5 ms] [gpu: 4063.9 ms] [data: 50.6 ms] +[INFO ][2026-05-10 07:17:17][app.vjepa.train ][log_stats ] [40, 50] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.05e-04] [mem: 3.28e+04] [iter: 4091.7 ms] [gpu: 4040.0 ms] [data: 40.7 ms] +[INFO ][2026-05-10 07:17:56][app.vjepa.train ][log_stats ] [40, 60] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.05e-04] [mem: 3.28e+04] [iter: 4063.2 ms] [gpu: 4018.1 ms] [data: 34.1 ms] +[INFO ][2026-05-10 07:18:35][app.vjepa.train ][log_stats ] [40, 70] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.05e-04] [mem: 3.28e+04] [iter: 4045.4 ms] [gpu: 4005.0 ms] [data: 29.4 ms] +[INFO ][2026-05-10 07:19:15][app.vjepa.train ][log_stats ] [40, 80] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.04e-04] [mem: 3.28e+04] [iter: 4037.3 ms] [gpu: 4000.4 ms] [data: 25.8 ms] +[INFO ][2026-05-10 07:19:53][app.vjepa.train ][log_stats ] [40, 90] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.04e-04] [mem: 3.28e+04] [iter: 4012.6 ms] [gpu: 3978.6 ms] [data: 23.0 ms] +[INFO ][2026-05-10 07:20:33][app.vjepa.train ][log_stats ] [40, 100] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.04e-04] [mem: 3.28e+04] [iter: 4008.8 ms] [gpu: 3977.0 ms] [data: 20.8 ms] +[INFO ][2026-05-10 07:21:12][app.vjepa.train ][log_stats ] [40, 110] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.04e-04] [mem: 3.28e+04] [iter: 3996.1 ms] [gpu: 3966.2 ms] [data: 18.9 ms] +[INFO ][2026-05-10 07:21:50][app.vjepa.train ][log_stats ] [40, 120] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.04e-04] [mem: 3.28e+04] [iter: 3984.2 ms] [gpu: 3955.8 ms] [data: 17.4 ms] +[INFO ][2026-05-10 07:22:30][app.vjepa.train ][log_stats ] [40, 130] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.03e-04] [mem: 3.28e+04] [iter: 3984.6 ms] [gpu: 3957.5 ms] [data: 16.1 ms] +[INFO ][2026-05-10 07:23:10][app.vjepa.train ][log_stats ] [40, 140] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.03e-04] [mem: 3.28e+04] [iter: 3985.8 ms] [gpu: 3959.8 ms] [data: 15.0 ms] +[INFO ][2026-05-10 07:23:50][app.vjepa.train ][log_stats ] [40, 150] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.03e-04] [mem: 3.28e+04] [iter: 3984.0 ms] [gpu: 3959.0 ms] [data: 14.0 ms] +[INFO ][2026-05-10 07:24:29][app.vjepa.train ][log_stats ] [40, 160] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.03e-04] [mem: 3.28e+04] [iter: 3981.1 ms] [gpu: 3956.9 ms] [data: 13.2 ms] +[INFO ][2026-05-10 07:25:09][app.vjepa.train ][log_stats ] [40, 170] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.03e-04] [mem: 3.28e+04] [iter: 3982.6 ms] [gpu: 3959.2 ms] [data: 12.4 ms] +[INFO ][2026-05-10 07:25:48][app.vjepa.train ][log_stats ] [40, 180] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.02e-04] [mem: 3.28e+04] [iter: 3977.7 ms] [gpu: 3954.9 ms] [data: 11.8 ms] +[INFO ][2026-05-10 07:26:27][app.vjepa.train ][log_stats ] [40, 190] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.02e-04] [mem: 3.28e+04] [iter: 3973.8 ms] [gpu: 3951.6 ms] [data: 11.2 ms] +[INFO ][2026-05-10 07:27:06][app.vjepa.train ][log_stats ] [40, 200] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.02e-04] [mem: 3.28e+04] [iter: 3969.4 ms] [gpu: 3947.7 ms] [data: 10.6 ms] +[INFO ][2026-05-10 07:27:47][app.vjepa.train ][log_stats ] [40, 210] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.02e-04] [mem: 3.28e+04] [iter: 3974.7 ms] [gpu: 3953.6 ms] [data: 10.1 ms] +[INFO ][2026-05-10 07:28:26][app.vjepa.train ][log_stats ] [40, 220] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.02e-04] [mem: 3.28e+04] [iter: 3973.1 ms] [gpu: 3952.4 ms] [data: 9.7 ms] +[INFO ][2026-05-10 07:29:07][app.vjepa.train ][log_stats ] [40, 230] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.01e-04] [mem: 3.28e+04] [iter: 3977.3 ms] [gpu: 3957.0 ms] [data: 9.3 ms] +[INFO ][2026-05-10 07:29:47][app.vjepa.train ][log_stats ] [40, 240] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.01e-04] [mem: 3.28e+04] [iter: 3977.5 ms] [gpu: 3957.5 ms] [data: 8.9 ms] +[INFO ][2026-05-10 07:30:27][app.vjepa.train ][log_stats ] [40, 250] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.01e-04] [mem: 3.28e+04] [iter: 3978.9 ms] [gpu: 3959.3 ms] [data: 8.6 ms] +[INFO ][2026-05-10 07:31:06][app.vjepa.train ][log_stats ] [40, 260] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.01e-04] [mem: 3.28e+04] [iter: 3976.4 ms] [gpu: 3957.1 ms] [data: 8.3 ms] +[INFO ][2026-05-10 07:31:46][app.vjepa.train ][log_stats ] [40, 270] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.01e-04] [mem: 3.28e+04] [iter: 3976.1 ms] [gpu: 3957.1 ms] [data: 8.0 ms] +[INFO ][2026-05-10 07:32:26][app.vjepa.train ][log_stats ] [40, 280] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.00e-04] [mem: 3.28e+04] [iter: 3976.9 ms] [gpu: 3958.2 ms] [data: 7.7 ms] +[INFO ][2026-05-10 07:33:05][app.vjepa.train ][log_stats ] [40, 290] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.00e-04] [mem: 3.28e+04] [iter: 3974.4 ms] [gpu: 3956.0 ms] [data: 7.5 ms] +[INFO ][2026-05-10 07:33:41][app.vjepa.train ][log_stats ] [40, 299] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.00e-04] [mem: 3.28e+04] [iter: 3974.1 ms] [gpu: 3955.9 ms] [data: 7.3 ms] +[INFO ][2026-05-10 07:33:41][app.vjepa.train ][main ] avg. loss 0.535 +[INFO ][2026-05-10 07:33:42][app.vjepa.train ][main ] Running KNN evaluation at epoch 40... +[INFO ][2026-05-10 07:33:43][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ucf101 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 07:33:43][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: mean, CLS token: False +[INFO ][2026-05-10 07:33:43][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 07:33:43][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 9200 videos across 101 classes +[INFO ][2026-05-10 07:33:43][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 2525 videos across 101 classes +[INFO ][2026-05-10 07:33:43][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 07:33:43][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 07:33:43][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 07:33:43][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 07:33:43][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 36 batches, Val loader: 10 batches +[INFO ][2026-05-10 07:33:43][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 07:34:14][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/36 batches +[INFO ][2026-05-10 07:34:42][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 20/36 batches +[INFO ][2026-05-10 07:35:04][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([2300, 1024]) +[INFO ][2026-05-10 07:35:04][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 07:35:39][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/10 batches +[INFO ][2026-05-10 07:35:52][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([632, 1024]) +[INFO ][2026-05-10 07:35:52][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([9200, 1024]), val torch.Size([2528, 1024]) +[INFO ][2026-05-10 07:35:52][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ucf101 (pool=mean) Results: Top-1 = 64.83%, Top-5 = 87.82% +[INFO ][2026-05-10 07:35:52][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 40, ucf101): Top-1 = 64.83%, Top-5 = 87.82% +[INFO ][2026-05-10 07:35:53][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ssv2_coarse10 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 07:35:53][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: temporal_concat, CLS token: False +[INFO ][2026-05-10 07:35:53][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 07:35:53][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 5000 videos across 10 classes +[INFO ][2026-05-10 07:35:53][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 996 videos across 10 classes +[INFO ][2026-05-10 07:35:53][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 07:35:53][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 07:35:53][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 07:35:53][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 07:35:53][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 20 batches, Val loader: 4 batches +[INFO ][2026-05-10 07:35:53][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 07:36:22][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/20 batches +[INFO ][2026-05-10 07:36:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([1250, 16384]) +[INFO ][2026-05-10 07:36:49][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 07:37:00][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/4 batches +[INFO ][2026-05-10 07:37:05][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([249, 16384]) +[INFO ][2026-05-10 07:37:05][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([5000, 16384]), val torch.Size([996, 16384]) +[INFO ][2026-05-10 07:37:05][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 34.54%, Top-5 = 79.32% +[INFO ][2026-05-10 07:37:05][src.utils.knn_eval ][run_knn_eval ] [Linear Probe] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 51.20%, Top-5 = 90.96% +[INFO ][2026-05-10 07:37:05][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 40, ssv2_coarse10_temporal_concat): Top-1 = 34.54%, Top-5 = 79.32% +[INFO ][2026-05-10 07:37:05][app.vjepa.train ][main ] Epoch 41 +[INFO ][2026-05-10 07:37:45][app.vjepa.train ][log_stats ] [41, 0] loss: 0.528 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.00e-04] [mem: 3.28e+04] [iter: 9871.5 ms] [gpu: 8057.4 ms] [data: 1803.3 ms] +[INFO ][2026-05-10 07:38:26][app.vjepa.train ][log_stats ] [41, 10] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.00e-04] [mem: 3.28e+04] [iter: 4593.1 ms] [gpu: 4417.8 ms] [data: 164.3 ms] +[INFO ][2026-05-10 07:39:06][app.vjepa.train ][log_stats ] [41, 20] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 4.00e-04] [mem: 3.28e+04] [iter: 4314.6 ms] [gpu: 4217.4 ms] [data: 86.2 ms] +[INFO ][2026-05-10 07:39:45][app.vjepa.train ][log_stats ] [41, 30] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.99e-04] [mem: 3.28e+04] [iter: 4174.6 ms] [gpu: 4105.1 ms] [data: 58.5 ms] +[INFO ][2026-05-10 07:40:25][app.vjepa.train ][log_stats ] [41, 40] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.99e-04] [mem: 3.28e+04] [iter: 4135.5 ms] [gpu: 4080.2 ms] [data: 44.3 ms] +[INFO ][2026-05-10 07:41:05][app.vjepa.train ][log_stats ] [41, 50] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.99e-04] [mem: 3.28e+04] [iter: 4113.9 ms] [gpu: 4067.2 ms] [data: 35.7 ms] +[INFO ][2026-05-10 07:41:45][app.vjepa.train ][log_stats ] [41, 60] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.99e-04] [mem: 3.28e+04] [iter: 4093.1 ms] [gpu: 4052.2 ms] [data: 29.9 ms] +[INFO ][2026-05-10 07:42:24][app.vjepa.train ][log_stats ] [41, 70] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.99e-04] [mem: 3.28e+04] [iter: 4069.1 ms] [gpu: 4032.4 ms] [data: 25.8 ms] +[INFO ][2026-05-10 07:43:04][app.vjepa.train ][log_stats ] [41, 80] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.98e-04] [mem: 3.28e+04] [iter: 4055.8 ms] [gpu: 4022.3 ms] [data: 22.6 ms] +[INFO ][2026-05-10 07:43:44][app.vjepa.train ][log_stats ] [41, 90] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.98e-04] [mem: 3.28e+04] [iter: 4054.1 ms] [gpu: 4022.9 ms] [data: 20.2 ms] +[INFO ][2026-05-10 07:44:25][app.vjepa.train ][log_stats ] [41, 100] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.98e-04] [mem: 3.28e+04] [iter: 4056.3 ms] [gpu: 4027.1 ms] [data: 18.2 ms] +[INFO ][2026-05-10 07:45:06][app.vjepa.train ][log_stats ] [41, 110] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.98e-04] [mem: 3.28e+04] [iter: 4057.2 ms] [gpu: 4029.6 ms] [data: 16.6 ms] +[INFO ][2026-05-10 07:45:45][app.vjepa.train ][log_stats ] [41, 120] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.98e-04] [mem: 3.28e+04] [iter: 4043.5 ms] [gpu: 4017.2 ms] [data: 15.3 ms] +[INFO ][2026-05-10 07:46:23][app.vjepa.train ][log_stats ] [41, 130] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.97e-04] [mem: 3.28e+04] [iter: 4029.8 ms] [gpu: 4004.8 ms] [data: 14.1 ms] +[INFO ][2026-05-10 07:47:03][app.vjepa.train ][log_stats ] [41, 140] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.97e-04] [mem: 3.28e+04] [iter: 4024.1 ms] [gpu: 4000.0 ms] [data: 13.1 ms] +[INFO ][2026-05-10 07:47:43][app.vjepa.train ][log_stats ] [41, 150] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.97e-04] [mem: 3.28e+04] [iter: 4022.0 ms] [gpu: 3998.8 ms] [data: 12.3 ms] +[INFO ][2026-05-10 07:48:22][app.vjepa.train ][log_stats ] [41, 160] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.97e-04] [mem: 3.28e+04] [iter: 4017.1 ms] [gpu: 3994.6 ms] [data: 11.6 ms] +[INFO ][2026-05-10 07:49:02][app.vjepa.train ][log_stats ] [41, 170] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.97e-04] [mem: 3.28e+04] [iter: 4013.6 ms] [gpu: 3991.7 ms] [data: 10.9 ms] +[INFO ][2026-05-10 07:49:41][app.vjepa.train ][log_stats ] [41, 180] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.96e-04] [mem: 3.28e+04] [iter: 4010.1 ms] [gpu: 3988.8 ms] [data: 10.3 ms] +[INFO ][2026-05-10 07:50:20][app.vjepa.train ][log_stats ] [41, 190] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.96e-04] [mem: 3.28e+04] [iter: 4000.5 ms] [gpu: 3979.7 ms] [data: 9.8 ms] +[INFO ][2026-05-10 07:51:01][app.vjepa.train ][log_stats ] [41, 200] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.96e-04] [mem: 3.28e+04] [iter: 4004.7 ms] [gpu: 3984.4 ms] [data: 9.3 ms] +[INFO ][2026-05-10 07:51:42][app.vjepa.train ][log_stats ] [41, 210] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.96e-04] [mem: 3.28e+04] [iter: 4003.5 ms] [gpu: 3983.6 ms] [data: 8.9 ms] +[INFO ][2026-05-10 07:52:21][app.vjepa.train ][log_stats ] [41, 220] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.96e-04] [mem: 3.28e+04] [iter: 4000.9 ms] [gpu: 3981.4 ms] [data: 8.5 ms] +[INFO ][2026-05-10 07:53:00][app.vjepa.train ][log_stats ] [41, 230] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.95e-04] [mem: 3.28e+04] [iter: 3996.5 ms] [gpu: 3977.3 ms] [data: 8.2 ms] +[INFO ][2026-05-10 07:53:39][app.vjepa.train ][log_stats ] [41, 240] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.95e-04] [mem: 3.28e+04] [iter: 3993.2 ms] [gpu: 3974.4 ms] [data: 7.8 ms] +[INFO ][2026-05-10 07:54:19][app.vjepa.train ][log_stats ] [41, 250] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.95e-04] [mem: 3.28e+04] [iter: 3994.0 ms] [gpu: 3975.5 ms] [data: 7.6 ms] +[INFO ][2026-05-10 07:54:58][app.vjepa.train ][log_stats ] [41, 260] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.95e-04] [mem: 3.28e+04] [iter: 3990.8 ms] [gpu: 3972.5 ms] [data: 7.3 ms] +[INFO ][2026-05-10 07:55:38][app.vjepa.train ][log_stats ] [41, 270] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.94e-04] [mem: 3.28e+04] [iter: 3989.0 ms] [gpu: 3971.1 ms] [data: 7.0 ms] +[INFO ][2026-05-10 07:56:19][app.vjepa.train ][log_stats ] [41, 280] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.94e-04] [mem: 3.28e+04] [iter: 3993.7 ms] [gpu: 3975.9 ms] [data: 6.8 ms] +[INFO ][2026-05-10 07:57:00][app.vjepa.train ][log_stats ] [41, 290] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.94e-04] [mem: 3.33e+04] [iter: 3995.4 ms] [gpu: 3977.9 ms] [data: 6.6 ms] +[INFO ][2026-05-10 07:57:36][app.vjepa.train ][log_stats ] [41, 299] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.94e-04] [mem: 3.33e+04] [iter: 3995.2 ms] [gpu: 3977.9 ms] [data: 6.4 ms] +[INFO ][2026-05-10 07:57:36][app.vjepa.train ][main ] avg. loss 0.534 +[INFO ][2026-05-10 07:57:38][app.vjepa.train ][main ] Epoch 42 +[INFO ][2026-05-10 07:58:24][app.vjepa.train ][log_stats ] [42, 0] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.94e-04] [mem: 3.33e+04] [iter: 6827.2 ms] [gpu: 4118.0 ms] [data: 2698.4 ms] +[INFO ][2026-05-10 07:59:04][app.vjepa.train ][log_stats ] [42, 10] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.94e-04] [mem: 3.33e+04] [iter: 4265.3 ms] [gpu: 4008.7 ms] [data: 245.6 ms] +[INFO ][2026-05-10 07:59:44][app.vjepa.train ][log_stats ] [42, 20] loss: 0.536 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.93e-04] [mem: 3.33e+04] [iter: 4139.5 ms] [gpu: 3999.7 ms] [data: 128.8 ms] +[INFO ][2026-05-10 08:00:25][app.vjepa.train ][log_stats ] [42, 30] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.93e-04] [mem: 3.33e+04] [iter: 4098.7 ms] [gpu: 4000.3 ms] [data: 87.4 ms] +[INFO ][2026-05-10 08:01:05][app.vjepa.train ][log_stats ] [42, 40] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.93e-04] [mem: 3.33e+04] [iter: 4094.2 ms] [gpu: 4017.0 ms] [data: 66.2 ms] +[INFO ][2026-05-10 08:01:45][app.vjepa.train ][log_stats ] [42, 50] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.93e-04] [mem: 3.33e+04] [iter: 4069.5 ms] [gpu: 4005.3 ms] [data: 53.3 ms] +[INFO ][2026-05-10 08:02:23][app.vjepa.train ][log_stats ] [42, 60] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.93e-04] [mem: 3.33e+04] [iter: 4030.6 ms] [gpu: 3975.1 ms] [data: 44.6 ms] +[INFO ][2026-05-10 08:03:04][app.vjepa.train ][log_stats ] [42, 70] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.92e-04] [mem: 3.33e+04] [iter: 4040.8 ms] [gpu: 3991.5 ms] [data: 38.4 ms] +[INFO ][2026-05-10 08:03:45][app.vjepa.train ][log_stats ] [42, 80] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.92e-04] [mem: 3.33e+04] [iter: 4044.3 ms] [gpu: 3999.7 ms] [data: 33.7 ms] +[INFO ][2026-05-10 08:04:25][app.vjepa.train ][log_stats ] [42, 90] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.92e-04] [mem: 3.33e+04] [iter: 4032.3 ms] [gpu: 3991.3 ms] [data: 30.0 ms] +[INFO ][2026-05-10 08:05:04][app.vjepa.train ][log_stats ] [42, 100] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.92e-04] [mem: 3.33e+04] [iter: 4025.4 ms] [gpu: 3987.3 ms] [data: 27.1 ms] +[INFO ][2026-05-10 08:05:43][app.vjepa.train ][log_stats ] [42, 110] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.92e-04] [mem: 3.33e+04] [iter: 4016.0 ms] [gpu: 3980.3 ms] [data: 24.7 ms] +[INFO ][2026-05-10 08:06:24][app.vjepa.train ][log_stats ] [42, 120] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.91e-04] [mem: 3.33e+04] [iter: 4020.6 ms] [gpu: 3986.9 ms] [data: 22.7 ms] +[INFO ][2026-05-10 08:07:04][app.vjepa.train ][log_stats ] [42, 130] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.91e-04] [mem: 3.33e+04] [iter: 4018.3 ms] [gpu: 3986.4 ms] [data: 21.0 ms] +[INFO ][2026-05-10 08:07:44][app.vjepa.train ][log_stats ] [42, 140] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.91e-04] [mem: 3.33e+04] [iter: 4019.2 ms] [gpu: 3988.7 ms] [data: 19.5 ms] +[INFO ][2026-05-10 08:08:23][app.vjepa.train ][log_stats ] [42, 150] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.91e-04] [mem: 3.33e+04] [iter: 4010.6 ms] [gpu: 3981.4 ms] [data: 18.2 ms] +[INFO ][2026-05-10 08:09:03][app.vjepa.train ][log_stats ] [42, 160] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.91e-04] [mem: 3.33e+04] [iter: 4008.0 ms] [gpu: 3979.9 ms] [data: 17.1 ms] +[INFO ][2026-05-10 08:09:43][app.vjepa.train ][log_stats ] [42, 170] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.90e-04] [mem: 3.33e+04] [iter: 4005.2 ms] [gpu: 3978.1 ms] [data: 16.1 ms] +[INFO ][2026-05-10 08:10:25][app.vjepa.train ][log_stats ] [42, 180] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.90e-04] [mem: 3.33e+04] [iter: 4016.2 ms] [gpu: 3990.0 ms] [data: 15.3 ms] +[INFO ][2026-05-10 08:11:04][app.vjepa.train ][log_stats ] [42, 190] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.90e-04] [mem: 3.33e+04] [iter: 4010.5 ms] [gpu: 3985.0 ms] [data: 14.5 ms] +[INFO ][2026-05-10 08:11:43][app.vjepa.train ][log_stats ] [42, 200] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.90e-04] [mem: 3.33e+04] [iter: 4008.8 ms] [gpu: 3984.0 ms] [data: 13.8 ms] +[INFO ][2026-05-10 08:12:22][app.vjepa.train ][log_stats ] [42, 210] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.90e-04] [mem: 3.33e+04] [iter: 4003.6 ms] [gpu: 3979.4 ms] [data: 13.2 ms] +[INFO ][2026-05-10 08:13:06][app.vjepa.train ][log_stats ] [42, 220] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.89e-04] [mem: 3.33e+04] [iter: 4019.8 ms] [gpu: 3996.2 ms] [data: 12.6 ms] +[INFO ][2026-05-10 08:13:46][app.vjepa.train ][log_stats ] [42, 230] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.89e-04] [mem: 3.33e+04] [iter: 4017.7 ms] [gpu: 3994.7 ms] [data: 12.0 ms] +[INFO ][2026-05-10 08:14:26][app.vjepa.train ][log_stats ] [42, 240] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.89e-04] [mem: 3.33e+04] [iter: 4017.5 ms] [gpu: 3995.0 ms] [data: 11.6 ms] +[INFO ][2026-05-10 08:15:06][app.vjepa.train ][log_stats ] [42, 250] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.89e-04] [mem: 3.33e+04] [iter: 4016.0 ms] [gpu: 3993.9 ms] [data: 11.1 ms] +[INFO ][2026-05-10 08:15:45][app.vjepa.train ][log_stats ] [42, 260] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.88e-04] [mem: 3.33e+04] [iter: 4013.4 ms] [gpu: 3991.7 ms] [data: 10.7 ms] +[INFO ][2026-05-10 08:16:26][app.vjepa.train ][log_stats ] [42, 270] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.88e-04] [mem: 3.33e+04] [iter: 4009.9 ms] [gpu: 3988.6 ms] [data: 10.3 ms] +[INFO ][2026-05-10 08:17:04][app.vjepa.train ][log_stats ] [42, 280] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.88e-04] [mem: 3.33e+04] [iter: 4004.4 ms] [gpu: 3983.5 ms] [data: 10.0 ms] +[INFO ][2026-05-10 08:17:43][app.vjepa.train ][log_stats ] [42, 290] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.88e-04] [mem: 3.33e+04] [iter: 4000.7 ms] [gpu: 3980.1 ms] [data: 9.6 ms] +[INFO ][2026-05-10 08:18:19][app.vjepa.train ][log_stats ] [42, 299] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.88e-04] [mem: 3.33e+04] [iter: 3998.6 ms] [gpu: 3978.3 ms] [data: 9.4 ms] +[INFO ][2026-05-10 08:18:19][app.vjepa.train ][main ] avg. loss 0.534 +[INFO ][2026-05-10 08:18:20][app.vjepa.train ][main ] Epoch 43 +[INFO ][2026-05-10 08:18:58][app.vjepa.train ][log_stats ] [43, 0] loss: 0.537 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.88e-04] [mem: 3.33e+04] [iter: 8103.8 ms] [gpu: 5305.3 ms] [data: 2787.5 ms] +[INFO ][2026-05-10 08:19:38][app.vjepa.train ][log_stats ] [43, 10] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.87e-04] [mem: 3.33e+04] [iter: 4422.5 ms] [gpu: 4157.8 ms] [data: 253.7 ms] +[INFO ][2026-05-10 08:20:19][app.vjepa.train ][log_stats ] [43, 20] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.87e-04] [mem: 3.33e+04] [iter: 4253.6 ms] [gpu: 4109.5 ms] [data: 133.1 ms] +[INFO ][2026-05-10 08:21:02][app.vjepa.train ][log_stats ] [43, 30] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.87e-04] [mem: 3.33e+04] [iter: 4255.1 ms] [gpu: 4153.9 ms] [data: 90.3 ms] +[INFO ][2026-05-10 08:21:41][app.vjepa.train ][log_stats ] [43, 40] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.87e-04] [mem: 3.33e+04] [iter: 4166.9 ms] [gpu: 4087.6 ms] [data: 68.3 ms] +[INFO ][2026-05-10 08:22:19][app.vjepa.train ][log_stats ] [43, 50] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.87e-04] [mem: 3.33e+04] [iter: 4099.4 ms] [gpu: 4033.4 ms] [data: 55.0 ms] +[INFO ][2026-05-10 08:23:00][app.vjepa.train ][log_stats ] [43, 60] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.86e-04] [mem: 3.33e+04] [iter: 4094.9 ms] [gpu: 4037.9 ms] [data: 46.0 ms] +[INFO ][2026-05-10 08:23:39][app.vjepa.train ][log_stats ] [43, 70] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.86e-04] [mem: 3.33e+04] [iter: 4077.5 ms] [gpu: 4026.9 ms] [data: 39.6 ms] +[INFO ][2026-05-10 08:24:19][app.vjepa.train ][log_stats ] [43, 80] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.86e-04] [mem: 3.33e+04] [iter: 4061.2 ms] [gpu: 4015.5 ms] [data: 34.8 ms] +[INFO ][2026-05-10 08:24:57][app.vjepa.train ][log_stats ] [43, 90] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.86e-04] [mem: 3.33e+04] [iter: 4038.3 ms] [gpu: 3996.4 ms] [data: 31.0 ms] +[INFO ][2026-05-10 08:25:36][app.vjepa.train ][log_stats ] [43, 100] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.86e-04] [mem: 3.33e+04] [iter: 4017.7 ms] [gpu: 3978.8 ms] [data: 27.9 ms] +[INFO ][2026-05-10 08:26:17][app.vjepa.train ][log_stats ] [43, 110] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.85e-04] [mem: 3.33e+04] [iter: 4031.3 ms] [gpu: 3994.8 ms] [data: 25.5 ms] +[INFO ][2026-05-10 08:26:57][app.vjepa.train ][log_stats ] [43, 120] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.85e-04] [mem: 3.33e+04] [iter: 4025.0 ms] [gpu: 3990.7 ms] [data: 23.4 ms] +[INFO ][2026-05-10 08:27:37][app.vjepa.train ][log_stats ] [43, 130] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.85e-04] [mem: 3.33e+04] [iter: 4021.2 ms] [gpu: 3988.6 ms] [data: 21.6 ms] +[INFO ][2026-05-10 08:28:17][app.vjepa.train ][log_stats ] [43, 140] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.85e-04] [mem: 3.33e+04] [iter: 4019.8 ms] [gpu: 3988.7 ms] [data: 20.1 ms] +[INFO ][2026-05-10 08:28:57][app.vjepa.train ][log_stats ] [43, 150] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.85e-04] [mem: 3.33e+04] [iter: 4020.6 ms] [gpu: 3990.9 ms] [data: 18.8 ms] +[INFO ][2026-05-10 08:29:36][app.vjepa.train ][log_stats ] [43, 160] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.84e-04] [mem: 3.33e+04] [iter: 4010.2 ms] [gpu: 3981.6 ms] [data: 17.7 ms] +[INFO ][2026-05-10 08:30:15][app.vjepa.train ][log_stats ] [43, 170] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.84e-04] [mem: 3.33e+04] [iter: 4007.2 ms] [gpu: 3979.6 ms] [data: 16.7 ms] +[INFO ][2026-05-10 08:30:55][app.vjepa.train ][log_stats ] [43, 180] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.84e-04] [mem: 3.33e+04] [iter: 4004.8 ms] [gpu: 3978.1 ms] [data: 15.8 ms] +[INFO ][2026-05-10 08:31:34][app.vjepa.train ][log_stats ] [43, 190] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.84e-04] [mem: 3.33e+04] [iter: 4001.0 ms] [gpu: 3975.0 ms] [data: 14.9 ms] +[INFO ][2026-05-10 08:32:13][app.vjepa.train ][log_stats ] [43, 200] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.83e-04] [mem: 3.33e+04] [iter: 3994.4 ms] [gpu: 3969.2 ms] [data: 14.2 ms] +[INFO ][2026-05-10 08:32:53][app.vjepa.train ][log_stats ] [43, 210] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.83e-04] [mem: 3.33e+04] [iter: 3994.8 ms] [gpu: 3970.2 ms] [data: 13.6 ms] +[INFO ][2026-05-10 08:33:32][app.vjepa.train ][log_stats ] [43, 220] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.83e-04] [mem: 3.33e+04] [iter: 3992.0 ms] [gpu: 3968.1 ms] [data: 13.0 ms] +[INFO ][2026-05-10 08:34:11][app.vjepa.train ][log_stats ] [43, 230] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.83e-04] [mem: 3.33e+04] [iter: 3987.2 ms] [gpu: 3963.8 ms] [data: 12.4 ms] +[INFO ][2026-05-10 08:34:53][app.vjepa.train ][log_stats ] [43, 240] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.83e-04] [mem: 3.33e+04] [iter: 3994.2 ms] [gpu: 3971.3 ms] [data: 11.9 ms] +[INFO ][2026-05-10 08:35:33][app.vjepa.train ][log_stats ] [43, 250] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.82e-04] [mem: 3.33e+04] [iter: 3995.3 ms] [gpu: 3972.9 ms] [data: 11.5 ms] +[INFO ][2026-05-10 08:36:14][app.vjepa.train ][log_stats ] [43, 260] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.82e-04] [mem: 3.33e+04] [iter: 3999.1 ms] [gpu: 3977.1 ms] [data: 11.0 ms] +[INFO ][2026-05-10 08:36:57][app.vjepa.train ][log_stats ] [43, 270] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.82e-04] [mem: 3.33e+04] [iter: 4012.0 ms] [gpu: 3990.4 ms] [data: 10.6 ms] +[INFO ][2026-05-10 08:37:37][app.vjepa.train ][log_stats ] [43, 280] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.82e-04] [mem: 3.33e+04] [iter: 4010.4 ms] [gpu: 3989.2 ms] [data: 10.3 ms] +[INFO ][2026-05-10 08:38:16][app.vjepa.train ][log_stats ] [43, 290] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.82e-04] [mem: 3.33e+04] [iter: 4007.5 ms] [gpu: 3986.6 ms] [data: 9.9 ms] +[INFO ][2026-05-10 08:38:50][app.vjepa.train ][log_stats ] [43, 299] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.81e-04] [mem: 3.33e+04] [iter: 4001.3 ms] [gpu: 3980.7 ms] [data: 9.6 ms] +[INFO ][2026-05-10 08:38:50][app.vjepa.train ][main ] avg. loss 0.534 +[INFO ][2026-05-10 08:38:52][app.vjepa.train ][main ] Epoch 44 +[INFO ][2026-05-10 08:39:29][app.vjepa.train ][log_stats ] [44, 0] loss: 0.529 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.81e-04] [mem: 3.33e+04] [iter: 7586.3 ms] [gpu: 5199.7 ms] [data: 2375.6 ms] +[INFO ][2026-05-10 08:40:09][app.vjepa.train ][log_stats ] [44, 10] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.81e-04] [mem: 3.33e+04] [iter: 4317.4 ms] [gpu: 4090.2 ms] [data: 216.3 ms] +[INFO ][2026-05-10 08:40:49][app.vjepa.train ][log_stats ] [44, 20] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.81e-04] [mem: 3.33e+04] [iter: 4159.3 ms] [gpu: 4034.9 ms] [data: 113.5 ms] +[INFO ][2026-05-10 08:41:27][app.vjepa.train ][log_stats ] [44, 30] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.81e-04] [mem: 3.33e+04] [iter: 4043.3 ms] [gpu: 3955.4 ms] [data: 77.0 ms] +[INFO ][2026-05-10 08:42:06][app.vjepa.train ][log_stats ] [44, 40] loss: 0.535 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.80e-04] [mem: 3.33e+04] [iter: 4016.0 ms] [gpu: 3946.7 ms] [data: 58.3 ms] +[INFO ][2026-05-10 08:42:48][app.vjepa.train ][log_stats ] [44, 50] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.80e-04] [mem: 3.33e+04] [iter: 4038.2 ms] [gpu: 3980.3 ms] [data: 46.9 ms] +[INFO ][2026-05-10 08:43:27][app.vjepa.train ][log_stats ] [44, 60] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.80e-04] [mem: 3.33e+04] [iter: 4020.9 ms] [gpu: 3970.7 ms] [data: 39.3 ms] +[INFO ][2026-05-10 08:44:06][app.vjepa.train ][log_stats ] [44, 70] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.80e-04] [mem: 3.33e+04] [iter: 4007.5 ms] [gpu: 3962.7 ms] [data: 33.8 ms] +[INFO ][2026-05-10 08:44:45][app.vjepa.train ][log_stats ] [44, 80] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.80e-04] [mem: 3.33e+04] [iter: 3991.5 ms] [gpu: 3950.8 ms] [data: 29.7 ms] +[INFO ][2026-05-10 08:45:25][app.vjepa.train ][log_stats ] [44, 90] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.79e-04] [mem: 3.33e+04] [iter: 3992.1 ms] [gpu: 3954.7 ms] [data: 26.5 ms] +[INFO ][2026-05-10 08:46:04][app.vjepa.train ][log_stats ] [44, 100] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.79e-04] [mem: 3.33e+04] [iter: 3987.2 ms] [gpu: 3952.4 ms] [data: 23.9 ms] +[INFO ][2026-05-10 08:46:43][app.vjepa.train ][log_stats ] [44, 110] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.79e-04] [mem: 3.33e+04] [iter: 3972.6 ms] [gpu: 3939.8 ms] [data: 21.8 ms] +[INFO ][2026-05-10 08:47:25][app.vjepa.train ][log_stats ] [44, 120] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.79e-04] [mem: 3.33e+04] [iter: 3991.9 ms] [gpu: 3961.0 ms] [data: 20.0 ms] +[INFO ][2026-05-10 08:48:05][app.vjepa.train ][log_stats ] [44, 130] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.79e-04] [mem: 3.33e+04] [iter: 3997.2 ms] [gpu: 3967.8 ms] [data: 18.5 ms] +[INFO ][2026-05-10 08:48:45][app.vjepa.train ][log_stats ] [44, 140] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.78e-04] [mem: 3.33e+04] [iter: 3993.9 ms] [gpu: 3965.7 ms] [data: 17.2 ms] +[INFO ][2026-05-10 08:49:25][app.vjepa.train ][log_stats ] [44, 150] loss: 0.534 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.78e-04] [mem: 3.33e+04] [iter: 3996.6 ms] [gpu: 3969.5 ms] [data: 16.1 ms] +[INFO ][2026-05-10 08:50:05][app.vjepa.train ][log_stats ] [44, 160] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.78e-04] [mem: 3.33e+04] [iter: 3994.0 ms] [gpu: 3967.9 ms] [data: 15.1 ms] +[INFO ][2026-05-10 08:50:44][app.vjepa.train ][log_stats ] [44, 170] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.78e-04] [mem: 3.33e+04] [iter: 3989.5 ms] [gpu: 3964.3 ms] [data: 14.3 ms] +[INFO ][2026-05-10 08:51:25][app.vjepa.train ][log_stats ] [44, 180] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.77e-04] [mem: 3.33e+04] [iter: 3991.9 ms] [gpu: 3967.5 ms] [data: 13.5 ms] +[INFO ][2026-05-10 08:52:03][app.vjepa.train ][log_stats ] [44, 190] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.77e-04] [mem: 3.33e+04] [iter: 3983.8 ms] [gpu: 3960.0 ms] [data: 12.8 ms] +[INFO ][2026-05-10 08:52:42][app.vjepa.train ][log_stats ] [44, 200] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.77e-04] [mem: 3.33e+04] [iter: 3978.9 ms] [gpu: 3955.8 ms] [data: 12.2 ms] +[INFO ][2026-05-10 08:53:22][app.vjepa.train ][log_stats ] [44, 210] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.77e-04] [mem: 3.33e+04] [iter: 3982.9 ms] [gpu: 3960.3 ms] [data: 11.6 ms] +[INFO ][2026-05-10 08:54:01][app.vjepa.train ][log_stats ] [44, 220] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.77e-04] [mem: 3.33e+04] [iter: 3978.3 ms] [gpu: 3956.2 ms] [data: 11.1 ms] +[INFO ][2026-05-10 08:54:41][app.vjepa.train ][log_stats ] [44, 230] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.76e-04] [mem: 3.33e+04] [iter: 3978.4 ms] [gpu: 3956.8 ms] [data: 10.6 ms] +[INFO ][2026-05-10 08:55:21][app.vjepa.train ][log_stats ] [44, 240] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.76e-04] [mem: 3.33e+04] [iter: 3980.5 ms] [gpu: 3959.3 ms] [data: 10.2 ms] +[INFO ][2026-05-10 08:56:01][app.vjepa.train ][log_stats ] [44, 250] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.76e-04] [mem: 3.33e+04] [iter: 3981.3 ms] [gpu: 3960.5 ms] [data: 9.8 ms] +[INFO ][2026-05-10 08:56:41][app.vjepa.train ][log_stats ] [44, 260] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.76e-04] [mem: 3.33e+04] [iter: 3981.1 ms] [gpu: 3960.7 ms] [data: 9.5 ms] +[INFO ][2026-05-10 08:57:22][app.vjepa.train ][log_stats ] [44, 270] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.76e-04] [mem: 3.33e+04] [iter: 3984.1 ms] [gpu: 3964.0 ms] [data: 9.1 ms] +[INFO ][2026-05-10 08:58:02][app.vjepa.train ][log_stats ] [44, 280] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.75e-04] [mem: 3.33e+04] [iter: 3984.3 ms] [gpu: 3964.5 ms] [data: 8.8 ms] +[INFO ][2026-05-10 08:58:41][app.vjepa.train ][log_stats ] [44, 290] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.75e-04] [mem: 3.33e+04] [iter: 3984.0 ms] [gpu: 3964.6 ms] [data: 8.5 ms] +[INFO ][2026-05-10 08:59:18][app.vjepa.train ][log_stats ] [44, 299] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.75e-04] [mem: 3.33e+04] [iter: 3986.3 ms] [gpu: 3967.0 ms] [data: 8.3 ms] +[INFO ][2026-05-10 08:59:18][app.vjepa.train ][main ] avg. loss 0.533 +[INFO ][2026-05-10 08:59:20][app.vjepa.train ][main ] Epoch 45 +[INFO ][2026-05-10 08:59:58][app.vjepa.train ][log_stats ] [45, 0] loss: 0.531 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.75e-04] [mem: 3.33e+04] [iter: 6936.3 ms] [gpu: 5131.0 ms] [data: 1794.4 ms] +[INFO ][2026-05-10 09:00:39][app.vjepa.train ][log_stats ] [45, 10] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.75e-04] [mem: 3.33e+04] [iter: 4288.3 ms] [gpu: 4113.9 ms] [data: 163.5 ms] +[INFO ][2026-05-10 09:01:19][app.vjepa.train ][log_stats ] [45, 20] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.74e-04] [mem: 3.33e+04] [iter: 4172.7 ms] [gpu: 4075.9 ms] [data: 85.8 ms] +[INFO ][2026-05-10 09:01:57][app.vjepa.train ][log_stats ] [45, 30] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.74e-04] [mem: 3.33e+04] [iter: 4064.5 ms] [gpu: 3995.3 ms] [data: 58.2 ms] +[INFO ][2026-05-10 09:02:38][app.vjepa.train ][log_stats ] [45, 40] loss: 0.533 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.74e-04] [mem: 3.33e+04] [iter: 4061.2 ms] [gpu: 4006.1 ms] [data: 44.1 ms] +[INFO ][2026-05-10 09:03:18][app.vjepa.train ][log_stats ] [45, 50] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.74e-04] [mem: 3.33e+04] [iter: 4058.8 ms] [gpu: 4012.3 ms] [data: 35.5 ms] +[INFO ][2026-05-10 09:03:59][app.vjepa.train ][log_stats ] [45, 60] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.74e-04] [mem: 3.33e+04] [iter: 4053.0 ms] [gpu: 4012.3 ms] [data: 29.8 ms] +[INFO ][2026-05-10 09:04:39][app.vjepa.train ][log_stats ] [45, 70] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.73e-04] [mem: 3.33e+04] [iter: 4049.7 ms] [gpu: 4013.1 ms] [data: 25.6 ms] +[INFO ][2026-05-10 09:05:20][app.vjepa.train ][log_stats ] [45, 80] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.73e-04] [mem: 3.33e+04] [iter: 4050.6 ms] [gpu: 4017.1 ms] [data: 22.5 ms] +[INFO ][2026-05-10 09:05:59][app.vjepa.train ][log_stats ] [45, 90] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.73e-04] [mem: 3.33e+04] [iter: 4042.8 ms] [gpu: 4011.8 ms] [data: 20.1 ms] +[INFO ][2026-05-10 09:06:38][app.vjepa.train ][log_stats ] [45, 100] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.73e-04] [mem: 3.33e+04] [iter: 4025.9 ms] [gpu: 3996.8 ms] [data: 18.1 ms] +[INFO ][2026-05-10 09:07:18][app.vjepa.train ][log_stats ] [45, 110] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.73e-04] [mem: 3.33e+04] [iter: 4023.5 ms] [gpu: 3996.0 ms] [data: 16.5 ms] +[INFO ][2026-05-10 09:07:58][app.vjepa.train ][log_stats ] [45, 120] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.72e-04] [mem: 3.33e+04] [iter: 4018.8 ms] [gpu: 3992.6 ms] [data: 15.2 ms] +[INFO ][2026-05-10 09:08:37][app.vjepa.train ][log_stats ] [45, 130] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.72e-04] [mem: 3.33e+04] [iter: 4010.8 ms] [gpu: 3985.8 ms] [data: 14.1 ms] +[INFO ][2026-05-10 09:09:16][app.vjepa.train ][log_stats ] [45, 140] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.72e-04] [mem: 3.33e+04] [iter: 4005.2 ms] [gpu: 3981.1 ms] [data: 13.1 ms] +[INFO ][2026-05-10 09:09:56][app.vjepa.train ][log_stats ] [45, 150] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.72e-04] [mem: 3.33e+04] [iter: 4000.2 ms] [gpu: 3977.0 ms] [data: 12.2 ms] +[INFO ][2026-05-10 09:10:35][app.vjepa.train ][log_stats ] [45, 160] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.71e-04] [mem: 3.33e+04] [iter: 3996.1 ms] [gpu: 3973.6 ms] [data: 11.5 ms] +[INFO ][2026-05-10 09:11:15][app.vjepa.train ][log_stats ] [45, 170] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.71e-04] [mem: 3.33e+04] [iter: 3996.5 ms] [gpu: 3974.7 ms] [data: 10.8 ms] +[INFO ][2026-05-10 09:11:55][app.vjepa.train ][log_stats ] [45, 180] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.71e-04] [mem: 3.33e+04] [iter: 3994.7 ms] [gpu: 3973.5 ms] [data: 10.3 ms] +[INFO ][2026-05-10 09:12:35][app.vjepa.train ][log_stats ] [45, 190] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.71e-04] [mem: 3.33e+04] [iter: 3996.5 ms] [gpu: 3975.7 ms] [data: 9.8 ms] +[INFO ][2026-05-10 09:13:15][app.vjepa.train ][log_stats ] [45, 200] loss: 0.531 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.71e-04] [mem: 3.33e+04] [iter: 3996.4 ms] [gpu: 3976.2 ms] [data: 9.3 ms] +[INFO ][2026-05-10 09:13:55][app.vjepa.train ][log_stats ] [45, 210] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.70e-04] [mem: 3.33e+04] [iter: 3997.6 ms] [gpu: 3977.7 ms] [data: 8.9 ms] +[INFO ][2026-05-10 09:14:35][app.vjepa.train ][log_stats ] [45, 220] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.70e-04] [mem: 3.33e+04] [iter: 3995.8 ms] [gpu: 3976.4 ms] [data: 8.5 ms] +[INFO ][2026-05-10 09:15:15][app.vjepa.train ][log_stats ] [45, 230] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.70e-04] [mem: 3.33e+04] [iter: 3995.9 ms] [gpu: 3976.8 ms] [data: 8.1 ms] +[INFO ][2026-05-10 09:15:55][app.vjepa.train ][log_stats ] [45, 240] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.70e-04] [mem: 3.33e+04] [iter: 3997.8 ms] [gpu: 3979.1 ms] [data: 7.8 ms] +[INFO ][2026-05-10 09:16:37][app.vjepa.train ][log_stats ] [45, 250] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.69e-04] [mem: 3.33e+04] [iter: 4003.1 ms] [gpu: 3984.6 ms] [data: 7.5 ms] +[INFO ][2026-05-10 09:17:15][app.vjepa.train ][log_stats ] [45, 260] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.69e-04] [mem: 3.33e+04] [iter: 3997.7 ms] [gpu: 3979.5 ms] [data: 7.2 ms] +[INFO ][2026-05-10 09:17:55][app.vjepa.train ][log_stats ] [45, 270] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.69e-04] [mem: 3.33e+04] [iter: 3996.4 ms] [gpu: 3978.5 ms] [data: 7.0 ms] +[INFO ][2026-05-10 09:18:34][app.vjepa.train ][log_stats ] [45, 280] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.69e-04] [mem: 3.33e+04] [iter: 3995.1 ms] [gpu: 3977.4 ms] [data: 6.7 ms] +[INFO ][2026-05-10 09:19:14][app.vjepa.train ][log_stats ] [45, 290] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.69e-04] [mem: 3.33e+04] [iter: 3995.6 ms] [gpu: 3978.1 ms] [data: 6.5 ms] +[INFO ][2026-05-10 09:19:50][app.vjepa.train ][log_stats ] [45, 299] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.68e-04] [mem: 3.33e+04] [iter: 3995.0 ms] [gpu: 3977.7 ms] [data: 6.3 ms] +[INFO ][2026-05-10 09:19:50][app.vjepa.train ][main ] avg. loss 0.532 +[INFO ][2026-05-10 09:19:52][app.vjepa.train ][main ] Running KNN evaluation at epoch 45... +[INFO ][2026-05-10 09:19:52][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ucf101 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 09:19:52][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: mean, CLS token: False +[INFO ][2026-05-10 09:19:52][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 09:19:52][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 9200 videos across 101 classes +[INFO ][2026-05-10 09:19:52][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 2525 videos across 101 classes +[INFO ][2026-05-10 09:19:52][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 09:19:52][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 09:19:52][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 09:19:52][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 09:19:52][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 36 batches, Val loader: 10 batches +[INFO ][2026-05-10 09:19:52][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 09:20:20][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/36 batches +[INFO ][2026-05-10 09:20:49][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 20/36 batches +[INFO ][2026-05-10 09:21:10][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([2300, 1024]) +[INFO ][2026-05-10 09:21:10][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 09:21:43][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/10 batches +[INFO ][2026-05-10 09:21:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([632, 1024]) +[INFO ][2026-05-10 09:21:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([9200, 1024]), val torch.Size([2528, 1024]) +[INFO ][2026-05-10 09:21:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ucf101 (pool=mean) Results: Top-1 = 63.92%, Top-5 = 87.26% +[INFO ][2026-05-10 09:21:57][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 45, ucf101): Top-1 = 63.92%, Top-5 = 87.26% +[INFO ][2026-05-10 09:21:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Starting ssv2_coarse10 KNN evaluation (frames_per_clip=16)... +[INFO ][2026-05-10 09:21:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Pool type: temporal_concat, CLS token: False +[INFO ][2026-05-10 09:21:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Using fps=4 (dynamic frame_step per video) +[INFO ][2026-05-10 09:21:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled train subset with seed=0: 5000 videos across 10 classes +[INFO ][2026-05-10 09:21:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Presampled val subset with seed=0: 996 videos across 10 classes +[INFO ][2026-05-10 09:21:57][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 09:21:57][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 09:21:57][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 09:21:57][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 09:21:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Train loader: 20 batches, Val loader: 4 batches +[INFO ][2026-05-10 09:21:57][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting training features... +[INFO ][2026-05-10 09:22:34][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/20 batches +[INFO ][2026-05-10 09:23:01][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Training features: torch.Size([1250, 16384]) +[INFO ][2026-05-10 09:23:01][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Extracting validation features... +[INFO ][2026-05-10 09:23:12][src.utils.knn_eval ][_extract_features ] [KNN Eval] Extracted 0/4 batches +[INFO ][2026-05-10 09:23:16][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] Validation features: torch.Size([249, 16384]) +[INFO ][2026-05-10 09:23:16][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] After gather: train torch.Size([5000, 16384]), val torch.Size([996, 16384]) +[INFO ][2026-05-10 09:23:16][src.utils.knn_eval ][run_knn_eval ] [KNN Eval] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 33.13%, Top-5 = 78.51% +[INFO ][2026-05-10 09:23:17][src.utils.knn_eval ][run_knn_eval ] [Linear Probe] ssv2_coarse10 (pool=temporal_concat) Results: Top-1 = 51.31%, Top-5 = 91.77% +[INFO ][2026-05-10 09:23:17][app.vjepa.train ][_run_knn_eval ] KNN Results (epoch 45, ssv2_coarse10_temporal_concat): Top-1 = 33.13%, Top-5 = 78.51% +[INFO ][2026-05-10 09:23:17][app.vjepa.train ][main ] New best Linear SSv2 top-1: 51.31% at epoch 45. Saving best.pt +[INFO ][2026-05-10 09:23:18][app.vjepa.train ][main ] Epoch 46 +[INFO ][2026-05-10 09:23:55][app.vjepa.train ][log_stats ] [46, 0] loss: 0.538 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.68e-04] [mem: 3.33e+04] [iter: 7032.1 ms] [gpu: 4751.4 ms] [data: 2270.3 ms] +[INFO ][2026-05-10 09:24:35][app.vjepa.train ][log_stats ] [46, 10] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.68e-04] [mem: 3.33e+04] [iter: 4343.1 ms] [gpu: 4125.5 ms] [data: 206.7 ms] +[INFO ][2026-05-10 09:25:16][app.vjepa.train ][log_stats ] [46, 20] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.68e-04] [mem: 3.33e+04] [iter: 4208.1 ms] [gpu: 4088.6 ms] [data: 108.5 ms] +[INFO ][2026-05-10 09:25:57][app.vjepa.train ][log_stats ] [46, 30] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.68e-04] [mem: 3.33e+04] [iter: 4176.9 ms] [gpu: 4092.3 ms] [data: 73.6 ms] +submitit WARNING (2026-05-10 09:26:31,185) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,187) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT +[INFO ][2026-05-10 09:26:37][app.vjepa.train ][log_stats ] [46, 40] loss: 0.532 masks: [16: 1.0] [wd: 4.00e-02] [lr: 3.68e-04] [mem: 3.33e+04] [iter: 4124.6 ms] [gpu: 4057.9 ms] [data: 55.7 ms] diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_10_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_10_log.err new file mode 100644 index 0000000000000000000000000000000000000000..de8d4383c0b5160ee6a421a728868651ff8835b4 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_10_log.err @@ -0,0 +1,295 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank10]:[W509 17:02:07.865310197 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,448) - Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,448) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[rank10]:[W510 04:55:34.969346976 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x14aa9609725d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x14aa960951f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:34.973105120 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank10]:[W510 04:55:35.973247482 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:35.976427499 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:36.976573201 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:36.978892321 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:37.979057774 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:37.981444994 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:38.981573466 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:38.983868177 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:39.983995509 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:39.986284640 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:40.986419272 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:40.988632463 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:41.988763086 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:41.991172835 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:42.991308038 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:42.993587608 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:43.993720001 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:43.996033411 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:44.996173104 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:44.998503064 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:45.998630326 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:45.000842617 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:46.000974640 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:46.003230220 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:47.003351623 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:47.005706103 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:48.005829715 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:48.008092626 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:49.008221528 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:49.010584168 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:50.010712631 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:50.012963632 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:51.013089874 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:51.015435304 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:52.015568757 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:52.018026856 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:53.018151939 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:53.020438619 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:54.020567582 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:54.022859212 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:55.022978515 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:55.025359205 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:56.025482668 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:56.027841477 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:57.027973610 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:57.030273490 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank10]:[W510 04:55:58.030393613 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:40526, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14aa51f08fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14aa960966d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14aa960951cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14aa53177eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14ab926e1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14aba315319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14aba31d8100 in /lib64/libc.so.6) + +[rank10]:[W510 04:55:58.032816303 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 10] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank10]:[W510 05:02:24.175193731 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,100) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,100) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_10_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_10_log.out new file mode 100644 index 0000000000000000000000000000000000000000..70e30fa9632ced6475bee56c051c7a28c1c75071 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_10_log.out @@ -0,0 +1,522 @@ +submitit INFO (2026-05-09 16:57:34,481) - Starting with JobEnvironment(job_id=22606429, hostname=gcn76.local.snellius.surf.nl, local_rank=2(4), node=2(4), global_rank=10(16)) +submitit INFO (2026-05-09 16:57:34,481) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:59:02][app.vjepa.train ][main ] Initialized (rank/world-size) 10/16, tasks_per_node=4 +[INFO ][2026-05-09 16:59:02][root ][stage_datasets ] [local_rank 2/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:59:02][root ][_stage_targz_parts ] [rank 2] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:16][root ][_stage_targz_parts ] [local_rank 2] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:30][root ][_stage_targz_parts ] [local_rank 2] Extracted 4/26 parts +[INFO ][2026-05-09 16:59:45][root ][_stage_targz_parts ] [local_rank 2] Extracted 6/26 parts +[INFO ][2026-05-09 16:59:59][root ][_stage_targz_parts ] [local_rank 2] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:13][root ][_stage_targz_parts ] [local_rank 2] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:27][root ][_stage_targz_parts ] [local_rank 2] Extracted 12/26 parts +[INFO ][2026-05-09 17:00:41][root ][_stage_targz_parts ] [local_rank 2] Extracted 14/26 parts +[INFO ][2026-05-09 17:00:56][root ][_stage_targz_parts ] [local_rank 2] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:10][root ][_stage_targz_parts ] [local_rank 2] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:24][root ][_stage_targz_parts ] [local_rank 2] Extracted 20/26 parts +[INFO ][2026-05-09 17:01:39][root ][_stage_targz_parts ] [local_rank 2] Extracted 22/26 parts +[INFO ][2026-05-09 17:01:53][root ][_stage_targz_parts ] [local_rank 2] Extracted 24/26 parts +[INFO ][2026-05-09 17:02:07][root ][_stage_targz_parts ] [local_rank 2] Extracted 26/26 parts +[INFO ][2026-05-09 17:02:07][root ][stage_datasets ] [local_rank 2/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:50][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:04:00][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:04:00][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 10 / 16 +[INFO ][2026-05-09 17:04:00][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:04:00][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:04:00][app.vjepa.train ][main ] Wrapping models in DDP (rank 10)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,447) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,448) - Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,448) - Not checkpointing nor requeuing since I am a slave (procid=10). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=10). +submitit WARNING (2026-05-10 04:55:29,448) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:12,611) - Starting with JobEnvironment(job_id=22606429, hostname=gcn76.local.snellius.surf.nl, local_rank=2(4), node=2(4), global_rank=10(16)) +submitit INFO (2026-05-10 04:59:12,611) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 04:59:19][app.vjepa.train ][main ] Initialized (rank/world-size) 10/16, tasks_per_node=4 +[INFO ][2026-05-10 04:59:19][root ][stage_datasets ] [local_rank 2/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 04:59:19][root ][_stage_targz_parts ] [rank 2] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 04:59:33][root ][_stage_targz_parts ] [local_rank 2] Extracted 2/26 parts +[INFO ][2026-05-10 04:59:47][root ][_stage_targz_parts ] [local_rank 2] Extracted 4/26 parts +[INFO ][2026-05-10 05:00:02][root ][_stage_targz_parts ] [local_rank 2] Extracted 6/26 parts +[INFO ][2026-05-10 05:00:16][root ][_stage_targz_parts ] [local_rank 2] Extracted 8/26 parts +[INFO ][2026-05-10 05:00:31][root ][_stage_targz_parts ] [local_rank 2] Extracted 10/26 parts +[INFO ][2026-05-10 05:00:45][root ][_stage_targz_parts ] [local_rank 2] Extracted 12/26 parts +[INFO ][2026-05-10 05:00:59][root ][_stage_targz_parts ] [local_rank 2] Extracted 14/26 parts +[INFO ][2026-05-10 05:01:13][root ][_stage_targz_parts ] [local_rank 2] Extracted 16/26 parts +[INFO ][2026-05-10 05:01:27][root ][_stage_targz_parts ] [local_rank 2] Extracted 18/26 parts +[INFO ][2026-05-10 05:01:41][root ][_stage_targz_parts ] [local_rank 2] Extracted 20/26 parts +[INFO ][2026-05-10 05:01:56][root ][_stage_targz_parts ] [local_rank 2] Extracted 22/26 parts +[INFO ][2026-05-10 05:02:10][root ][_stage_targz_parts ] [local_rank 2] Extracted 24/26 parts +[INFO ][2026-05-10 05:02:24][root ][_stage_targz_parts ] [local_rank 2] Extracted 26/26 parts +[INFO ][2026-05-10 05:02:24][root ][stage_datasets ] [local_rank 2/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:04:47][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:04:53][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 10 / 16 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] Wrapping models in DDP (rank 10)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,100) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,100) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_11_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_11_log.err new file mode 100644 index 0000000000000000000000000000000000000000..6c6c85b138ea8588cdb35a1086ad8617936468a5 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_11_log.err @@ -0,0 +1,295 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank11]:[W509 17:02:18.677817728 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,279) - Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,279) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[rank11]:[W510 04:55:34.969268456 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x1487ae2fa25d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x1487ae2f81f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:34.972870931 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank11]:[W510 04:55:35.973044903 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:35.976429809 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:36.976564161 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:36.978872911 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:37.979049364 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:37.981367574 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:38.981495827 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:38.983901377 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:39.984073909 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:39.986408839 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:40.986540182 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:40.988904562 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:41.989086324 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:41.991445104 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:42.991581567 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:42.993875897 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:43.993998740 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:43.996332880 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:44.996485622 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:44.998835292 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:45.998964655 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:45.001370215 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:46.001492737 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:46.003724978 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:47.003840681 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:47.006249850 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:48.006367503 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:48.008712613 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:49.008835076 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:49.011241586 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:50.011379118 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:50.013723848 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:51.013847911 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:51.016240561 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:52.016360694 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:52.018649734 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:53.018761387 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:53.021294666 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:54.021419738 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:54.023701789 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:55.023818541 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:55.026104602 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:56.026247404 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:56.028634784 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:57.028763937 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:57.031027807 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank11]:[W510 04:55:58.031160720 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37978, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14876a16bfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1487ae2f96d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1487ae2f81cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14876b3daeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1488aa944164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1488bb3b619a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1488bb43b100 in /lib64/libc.so.6) + +[rank11]:[W510 04:55:58.033411590 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 11] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank11]:[W510 05:02:19.111911008 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,193) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,285) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_11_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_11_log.out new file mode 100644 index 0000000000000000000000000000000000000000..33021a676aff52d793a58b2debce8dedfa655319 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_11_log.out @@ -0,0 +1,522 @@ +submitit INFO (2026-05-09 16:57:34,481) - Starting with JobEnvironment(job_id=22606429, hostname=gcn76.local.snellius.surf.nl, local_rank=3(4), node=2(4), global_rank=11(16)) +submitit INFO (2026-05-09 16:57:34,481) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:59:18][app.vjepa.train ][main ] Initialized (rank/world-size) 11/16, tasks_per_node=4 +[INFO ][2026-05-09 16:59:18][root ][stage_datasets ] [local_rank 3/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:59:18][root ][_stage_targz_parts ] [rank 3] Extracting 25/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:33][root ][_stage_targz_parts ] [local_rank 3] Extracted 2/25 parts +[INFO ][2026-05-09 16:59:47][root ][_stage_targz_parts ] [local_rank 3] Extracted 4/25 parts +[INFO ][2026-05-09 17:00:01][root ][_stage_targz_parts ] [local_rank 3] Extracted 6/25 parts +[INFO ][2026-05-09 17:00:15][root ][_stage_targz_parts ] [local_rank 3] Extracted 8/25 parts +[INFO ][2026-05-09 17:00:30][root ][_stage_targz_parts ] [local_rank 3] Extracted 10/25 parts +[INFO ][2026-05-09 17:00:44][root ][_stage_targz_parts ] [local_rank 3] Extracted 12/25 parts +[INFO ][2026-05-09 17:00:59][root ][_stage_targz_parts ] [local_rank 3] Extracted 14/25 parts +[INFO ][2026-05-09 17:01:13][root ][_stage_targz_parts ] [local_rank 3] Extracted 16/25 parts +[INFO ][2026-05-09 17:01:27][root ][_stage_targz_parts ] [local_rank 3] Extracted 18/25 parts +[INFO ][2026-05-09 17:01:42][root ][_stage_targz_parts ] [local_rank 3] Extracted 20/25 parts +[INFO ][2026-05-09 17:01:56][root ][_stage_targz_parts ] [local_rank 3] Extracted 22/25 parts +[INFO ][2026-05-09 17:02:10][root ][_stage_targz_parts ] [local_rank 3] Extracted 24/25 parts +[INFO ][2026-05-09 17:02:18][root ][_stage_targz_parts ] [local_rank 3] Extracted 25/25 parts +[INFO ][2026-05-09 17:02:18][root ][stage_datasets ] [local_rank 3/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:49][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:04:04][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:04:04][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 11 / 16 +[INFO ][2026-05-09 17:04:04][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:04:04][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:04:04][app.vjepa.train ][main ] Wrapping models in DDP (rank 11)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,279) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,279) - Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,279) - Not checkpointing nor requeuing since I am a slave (procid=11). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=11). +submitit WARNING (2026-05-10 04:55:29,279) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:12,611) - Starting with JobEnvironment(job_id=22606429, hostname=gcn76.local.snellius.surf.nl, local_rank=3(4), node=2(4), global_rank=11(16)) +submitit INFO (2026-05-10 04:59:12,611) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 04:59:22][app.vjepa.train ][main ] Initialized (rank/world-size) 11/16, tasks_per_node=4 +[INFO ][2026-05-10 04:59:22][root ][stage_datasets ] [local_rank 3/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 04:59:22][root ][_stage_targz_parts ] [rank 3] Extracting 25/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 04:59:36][root ][_stage_targz_parts ] [local_rank 3] Extracted 2/25 parts +[INFO ][2026-05-10 04:59:50][root ][_stage_targz_parts ] [local_rank 3] Extracted 4/25 parts +[INFO ][2026-05-10 05:00:04][root ][_stage_targz_parts ] [local_rank 3] Extracted 6/25 parts +[INFO ][2026-05-10 05:00:19][root ][_stage_targz_parts ] [local_rank 3] Extracted 8/25 parts +[INFO ][2026-05-10 05:00:33][root ][_stage_targz_parts ] [local_rank 3] Extracted 10/25 parts +[INFO ][2026-05-10 05:00:47][root ][_stage_targz_parts ] [local_rank 3] Extracted 12/25 parts +[INFO ][2026-05-10 05:01:01][root ][_stage_targz_parts ] [local_rank 3] Extracted 14/25 parts +[INFO ][2026-05-10 05:01:15][root ][_stage_targz_parts ] [local_rank 3] Extracted 16/25 parts +[INFO ][2026-05-10 05:01:29][root ][_stage_targz_parts ] [local_rank 3] Extracted 18/25 parts +[INFO ][2026-05-10 05:01:44][root ][_stage_targz_parts ] [local_rank 3] Extracted 20/25 parts +[INFO ][2026-05-10 05:01:58][root ][_stage_targz_parts ] [local_rank 3] Extracted 22/25 parts +[INFO ][2026-05-10 05:02:12][root ][_stage_targz_parts ] [local_rank 3] Extracted 24/25 parts +[INFO ][2026-05-10 05:02:19][root ][_stage_targz_parts ] [local_rank 3] Extracted 25/25 parts +[INFO ][2026-05-10 05:02:19][root ][stage_datasets ] [local_rank 3/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:04:47][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:04:53][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 11 / 16 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] Wrapping models in DDP (rank 11)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,193) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,285) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_12_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_12_log.err new file mode 100644 index 0000000000000000000000000000000000000000..658017d2f7bd74122453eaba98cfc00f1213c742 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_12_log.err @@ -0,0 +1,314 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank12]:[W509 17:03:12.192440797 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,284) - Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,284) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,558) - Bypassing signal SIGCONT +[rank12]:[W510 04:55:34.254366026 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x1471b9dc325d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x1471b9dc11f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:34.359653283 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank12]:[W510 04:55:35.359864595 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:35.362837481 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:36.362981274 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:36.365408892 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:37.365546085 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:37.367818644 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:38.367945707 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:38.370198576 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:39.370327129 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:39.372612828 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:40.372733250 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:40.375042829 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:41.375164132 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:41.377393501 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:42.377510274 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:42.379692544 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:43.379808417 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:43.382024966 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:44.382153389 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:44.384424358 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:45.384548851 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:45.386780370 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:46.386923453 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:46.389259112 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:47.389385624 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:47.391558854 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:48.391684417 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:48.394222215 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:49.394351887 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:49.396690206 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:50.396826689 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:50.399190517 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:51.399314350 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:51.401509560 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:52.401655042 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:52.403964861 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:53.404086604 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:53.406365073 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:54.406483026 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:54.408727965 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:55.408847838 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:55.411035338 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:56.411183670 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:56.413474859 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:57.413605542 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:57.415944131 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank12]:[W510 04:55:58.416067494 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:57910, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x147175c34fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1471b9dc26d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1471b9dc11cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x147176ea3eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1472b630d164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1472c6d7f19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1472c6e04100 in /lib64/libc.so.6) + +[rank12]:[W510 04:55:58.418303283 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 12] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[2026-05-10T04:56:03.718] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:03.718] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +[2026-05-10T04:56:05.369] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T04:56:05.372] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:05.372] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +[2026-05-10T04:56:05.510] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:05.510] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +[2026-05-10T04:56:05.548] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:05.549] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank12]:[W510 05:04:31.499237153 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,169) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,170) - Bypassing signal SIGCONT +[2026-05-10T09:27:03.099] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:03.411] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:05.069] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T09:27:05.072] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:05.073] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:06.710] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T09:27:07.306] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:07.306] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:07.446] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:07.446] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_12_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_12_log.out new file mode 100644 index 0000000000000000000000000000000000000000..234af47178046cd437171b8e9e6045e928bbbc38 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_12_log.out @@ -0,0 +1,530 @@ +submitit INFO (2026-05-09 16:57:36,055) - Starting with JobEnvironment(job_id=22606429, hostname=gcn78.local.snellius.surf.nl, local_rank=0(4), node=3(4), global_rank=12(16)) +submitit INFO (2026-05-09 16:57:36,055) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:59:12][app.vjepa.train ][main ] Initialized (rank/world-size) 12/16, tasks_per_node=4 +[INFO ][2026-05-09 16:59:12][root ][stage_datasets ] [local_rank 0/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:59:12][root ][_stage_targz_parts ] [rank 0] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:26][root ][_stage_targz_parts ] [local_rank 0] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:40][root ][_stage_targz_parts ] [local_rank 0] Extracted 4/26 parts +[INFO ][2026-05-09 16:59:54][root ][_stage_targz_parts ] [local_rank 0] Extracted 6/26 parts +[INFO ][2026-05-09 17:00:08][root ][_stage_targz_parts ] [local_rank 0] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:22][root ][_stage_targz_parts ] [local_rank 0] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:36][root ][_stage_targz_parts ] [local_rank 0] Extracted 12/26 parts +[INFO ][2026-05-09 17:00:51][root ][_stage_targz_parts ] [local_rank 0] Extracted 14/26 parts +[INFO ][2026-05-09 17:01:05][root ][_stage_targz_parts ] [local_rank 0] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:20][root ][_stage_targz_parts ] [local_rank 0] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:34][root ][_stage_targz_parts ] [local_rank 0] Extracted 20/26 parts +[INFO ][2026-05-09 17:01:48][root ][_stage_targz_parts ] [local_rank 0] Extracted 22/26 parts +[INFO ][2026-05-09 17:02:02][root ][_stage_targz_parts ] [local_rank 0] Extracted 24/26 parts +[INFO ][2026-05-09 17:02:16][root ][_stage_targz_parts ] [local_rank 0] Extracted 26/26 parts +[INFO ][2026-05-09 17:02:16][root ][stage_datasets ] [local_rank 0/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:02:16][root ][_stage_multipart_tar ] [rank 0] Extracting multipart tar (2 files) to /scratch-node/dcanez.22606429/ssv2 +[INFO ][2026-05-09 17:03:30][root ][stage_datasets ] Data staging completed in 258.1s (4.3min) +[INFO ][2026-05-09 17:03:30][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/kinetics_240/train.csv (239789 entries) +[INFO ][2026-05-09 17:03:31][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/ssv2/train.csv (168913 entries) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:51][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:58][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:03:58][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 12 / 16 +[INFO ][2026-05-09 17:03:58][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:03:58][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:03:59][app.vjepa.train ][main ] Wrapping models in DDP (rank 12)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,283) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,284) - Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,284) - Not checkpointing nor requeuing since I am a slave (procid=12). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=12). +submitit WARNING (2026-05-10 04:55:29,284) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,558) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:17,804) - Starting with JobEnvironment(job_id=22606429, hostname=gcn77.local.snellius.surf.nl, local_rank=0(4), node=3(4), global_rank=12(16)) +submitit INFO (2026-05-10 04:59:17,813) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 05:00:30][app.vjepa.train ][main ] Initialized (rank/world-size) 12/16, tasks_per_node=4 +[INFO ][2026-05-10 05:00:32][root ][stage_datasets ] [local_rank 0/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 05:00:32][root ][_stage_targz_parts ] [rank 0] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 05:00:46][root ][_stage_targz_parts ] [local_rank 0] Extracted 2/26 parts +[INFO ][2026-05-10 05:01:00][root ][_stage_targz_parts ] [local_rank 0] Extracted 4/26 parts +[INFO ][2026-05-10 05:01:14][root ][_stage_targz_parts ] [local_rank 0] Extracted 6/26 parts +[INFO ][2026-05-10 05:01:28][root ][_stage_targz_parts ] [local_rank 0] Extracted 8/26 parts +[INFO ][2026-05-10 05:01:42][root ][_stage_targz_parts ] [local_rank 0] Extracted 10/26 parts +[INFO ][2026-05-10 05:01:57][root ][_stage_targz_parts ] [local_rank 0] Extracted 12/26 parts +[INFO ][2026-05-10 05:02:11][root ][_stage_targz_parts ] [local_rank 0] Extracted 14/26 parts +[INFO ][2026-05-10 05:02:25][root ][_stage_targz_parts ] [local_rank 0] Extracted 16/26 parts +[INFO ][2026-05-10 05:02:39][root ][_stage_targz_parts ] [local_rank 0] Extracted 18/26 parts +[INFO ][2026-05-10 05:02:53][root ][_stage_targz_parts ] [local_rank 0] Extracted 20/26 parts +[INFO ][2026-05-10 05:03:07][root ][_stage_targz_parts ] [local_rank 0] Extracted 22/26 parts +[INFO ][2026-05-10 05:03:22][root ][_stage_targz_parts ] [local_rank 0] Extracted 24/26 parts +[INFO ][2026-05-10 05:03:36][root ][_stage_targz_parts ] [local_rank 0] Extracted 26/26 parts +[INFO ][2026-05-10 05:03:36][root ][stage_datasets ] [local_rank 0/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:03:36][root ][_stage_multipart_tar ] [rank 0] Extracting multipart tar (2 files) to /scratch-node/dcanez.22606429/ssv2 +[INFO ][2026-05-10 05:04:32][root ][stage_datasets ] Data staging completed in 240.5s (4.0min) +[INFO ][2026-05-10 05:04:32][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/kinetics_240/train.csv (239789 entries) +[INFO ][2026-05-10 05:04:33][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/ssv2/train.csv (168913 entries) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:06:01][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:06:05][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:06:05][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:06:07][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:06:07][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 12 / 16 +[INFO ][2026-05-10 05:06:07][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:06:07][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:06:07][app.vjepa.train ][main ] Wrapping models in DDP (rank 12)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:10][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:10][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,169) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,170) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_13_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_13_log.err new file mode 100644 index 0000000000000000000000000000000000000000..0edb5a7dd27c789d7bbaf176b6b48930f950f846 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_13_log.err @@ -0,0 +1,294 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank13]:[W509 17:02:16.000828039 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,473) - Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,473) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,473) - Bypassing signal SIGCONT +[rank13]:[W510 04:55:34.254340396 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x153b9116725d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x153b911651f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:34.359659353 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank13]:[W510 04:55:35.359865665 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:35.362832181 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:36.362966214 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:36.365483102 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:37.365628164 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:37.367886814 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:38.368018296 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:38.370232666 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:39.370356139 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:39.372663437 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:40.372788040 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:40.375137979 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:41.375262792 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:41.377434101 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:42.377559204 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:42.379796853 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:43.379920466 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:43.382117406 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:44.382244398 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:44.384619667 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:45.384760700 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:45.387052649 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:46.387187331 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:46.389414401 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:47.389542634 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:47.391894452 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:48.392032875 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:48.394653273 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:49.394778005 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:49.397036555 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:50.397148567 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:50.399321327 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:51.399434840 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:51.401713189 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:52.401825712 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:52.403957621 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:53.404070414 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:53.406342833 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:54.406473486 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:54.408732735 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:55.408865238 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:55.411029068 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:56.411184940 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:56.497458818 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:57.497627231 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:57.500024499 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank13]:[W510 04:55:58.500158342 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:47930, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x153b4cfd8fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x153b911666d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x153b911651cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x153b4e247eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153c8d6b1164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x153c9e12319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x153c9e1a8100 in /lib64/libc.so.6) + +[rank13]:[W510 04:55:58.502425421 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 13] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank13]:[W510 05:03:35.904124913 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,174) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,175) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_13_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_13_log.out new file mode 100644 index 0000000000000000000000000000000000000000..0c892634461d907cd9414fba3dd39b63b6dff30e --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_13_log.out @@ -0,0 +1,520 @@ +submitit INFO (2026-05-09 16:57:36,055) - Starting with JobEnvironment(job_id=22606429, hostname=gcn78.local.snellius.surf.nl, local_rank=1(4), node=3(4), global_rank=13(16)) +submitit INFO (2026-05-09 16:57:36,055) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:59:15][app.vjepa.train ][main ] Initialized (rank/world-size) 13/16, tasks_per_node=4 +[INFO ][2026-05-09 16:59:15][root ][stage_datasets ] [local_rank 1/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:59:15][root ][_stage_targz_parts ] [rank 1] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:27][root ][_stage_targz_parts ] [local_rank 1] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:41][root ][_stage_targz_parts ] [local_rank 1] Extracted 4/26 parts +[INFO ][2026-05-09 16:59:55][root ][_stage_targz_parts ] [local_rank 1] Extracted 6/26 parts +[INFO ][2026-05-09 17:00:09][root ][_stage_targz_parts ] [local_rank 1] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:23][root ][_stage_targz_parts ] [local_rank 1] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:38][root ][_stage_targz_parts ] [local_rank 1] Extracted 12/26 parts +[INFO ][2026-05-09 17:00:51][root ][_stage_targz_parts ] [local_rank 1] Extracted 14/26 parts +[INFO ][2026-05-09 17:01:05][root ][_stage_targz_parts ] [local_rank 1] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:19][root ][_stage_targz_parts ] [local_rank 1] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:33][root ][_stage_targz_parts ] [local_rank 1] Extracted 20/26 parts +[INFO ][2026-05-09 17:01:48][root ][_stage_targz_parts ] [local_rank 1] Extracted 22/26 parts +[INFO ][2026-05-09 17:02:02][root ][_stage_targz_parts ] [local_rank 1] Extracted 24/26 parts +[INFO ][2026-05-09 17:02:16][root ][_stage_targz_parts ] [local_rank 1] Extracted 26/26 parts +[INFO ][2026-05-09 17:02:16][root ][stage_datasets ] [local_rank 1/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:52][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:04:03][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:04:03][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 13 / 16 +[INFO ][2026-05-09 17:04:03][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:04:03][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:04:03][app.vjepa.train ][main ] Wrapping models in DDP (rank 13)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,473) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,473) - Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,473) - Not checkpointing nor requeuing since I am a slave (procid=13). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=13). +submitit WARNING (2026-05-10 04:55:29,473) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,473) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:17,804) - Starting with JobEnvironment(job_id=22606429, hostname=gcn77.local.snellius.surf.nl, local_rank=1(4), node=3(4), global_rank=13(16)) +submitit INFO (2026-05-10 04:59:17,820) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 05:00:30][app.vjepa.train ][main ] Initialized (rank/world-size) 13/16, tasks_per_node=4 +[INFO ][2026-05-10 05:00:32][root ][stage_datasets ] [local_rank 1/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 05:00:32][root ][_stage_targz_parts ] [rank 1] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 05:00:45][root ][_stage_targz_parts ] [local_rank 1] Extracted 2/26 parts +[INFO ][2026-05-10 05:00:58][root ][_stage_targz_parts ] [local_rank 1] Extracted 4/26 parts +[INFO ][2026-05-10 05:01:13][root ][_stage_targz_parts ] [local_rank 1] Extracted 6/26 parts +[INFO ][2026-05-10 05:01:27][root ][_stage_targz_parts ] [local_rank 1] Extracted 8/26 parts +[INFO ][2026-05-10 05:01:41][root ][_stage_targz_parts ] [local_rank 1] Extracted 10/26 parts +[INFO ][2026-05-10 05:01:56][root ][_stage_targz_parts ] [local_rank 1] Extracted 12/26 parts +[INFO ][2026-05-10 05:02:09][root ][_stage_targz_parts ] [local_rank 1] Extracted 14/26 parts +[INFO ][2026-05-10 05:02:23][root ][_stage_targz_parts ] [local_rank 1] Extracted 16/26 parts +[INFO ][2026-05-10 05:02:37][root ][_stage_targz_parts ] [local_rank 1] Extracted 18/26 parts +[INFO ][2026-05-10 05:02:52][root ][_stage_targz_parts ] [local_rank 1] Extracted 20/26 parts +[INFO ][2026-05-10 05:03:06][root ][_stage_targz_parts ] [local_rank 1] Extracted 22/26 parts +[INFO ][2026-05-10 05:03:21][root ][_stage_targz_parts ] [local_rank 1] Extracted 24/26 parts +[INFO ][2026-05-10 05:03:35][root ][_stage_targz_parts ] [local_rank 1] Extracted 26/26 parts +[INFO ][2026-05-10 05:03:35][root ][stage_datasets ] [local_rank 1/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:06:01][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:06:05][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:06:05][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:06:07][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:06:07][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 13 / 16 +[INFO ][2026-05-10 05:06:07][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:06:07][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:06:07][app.vjepa.train ][main ] Wrapping models in DDP (rank 13)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,174) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,175) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_14_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_14_log.err new file mode 100644 index 0000000000000000000000000000000000000000..46346fcf16514899949f471c20070d94e00d7d42 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_14_log.err @@ -0,0 +1,294 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank14]:[W509 17:02:02.877473887 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,481) - Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,482) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,482) - Bypassing signal SIGCONT +[rank14]:[W510 04:55:34.723267926 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x14a86e32d25d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x14a86e32b1f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:34.726288942 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank14]:[W510 04:55:35.726465154 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:35.729843608 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:36.730009561 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:36.732279350 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:37.732431582 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:37.734767491 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:38.734913404 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:38.737266602 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:39.737413165 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:39.739727054 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:40.739890467 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:40.742347045 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:41.742497288 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:41.744815417 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:42.744958699 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:42.747292698 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:43.747433041 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:43.749757980 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:44.749918802 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:44.752323341 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:45.752472313 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:45.754797932 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:46.754939075 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:46.757314144 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:47.757465386 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:47.759865655 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:48.759998707 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:48.762291376 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:49.762434629 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:49.764926947 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:50.765077670 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:50.767526508 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:51.767670861 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:51.769967200 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:52.770127462 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:52.772566971 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:53.772712903 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:53.775055372 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:54.775204305 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:54.777497594 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:55.777647057 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:55.779943566 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:56.780125168 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:56.782497677 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:57.782644029 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:57.784993478 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank14]:[W510 04:55:58.785147701 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40564, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a82a19efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a86e32c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a86e32b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a82b40deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a96a877164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a97b2e919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a97b36e100 in /lib64/libc.so.6) + +[rank14]:[W510 04:55:58.787478040 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 14] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank14]:[W510 05:03:37.250195466 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,225) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,225) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_14_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_14_log.out new file mode 100644 index 0000000000000000000000000000000000000000..46cfff0ad0e2268899cb113589d91ab1c1222955 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_14_log.out @@ -0,0 +1,520 @@ +submitit INFO (2026-05-09 16:57:36,055) - Starting with JobEnvironment(job_id=22606429, hostname=gcn78.local.snellius.surf.nl, local_rank=2(4), node=3(4), global_rank=14(16)) +submitit INFO (2026-05-09 16:57:36,055) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:58:57][app.vjepa.train ][main ] Initialized (rank/world-size) 14/16, tasks_per_node=4 +[INFO ][2026-05-09 16:58:59][root ][stage_datasets ] [local_rank 2/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:58:59][root ][_stage_targz_parts ] [rank 2] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:12][root ][_stage_targz_parts ] [local_rank 2] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:26][root ][_stage_targz_parts ] [local_rank 2] Extracted 4/26 parts +[INFO ][2026-05-09 16:59:41][root ][_stage_targz_parts ] [local_rank 2] Extracted 6/26 parts +[INFO ][2026-05-09 16:59:55][root ][_stage_targz_parts ] [local_rank 2] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:10][root ][_stage_targz_parts ] [local_rank 2] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:23][root ][_stage_targz_parts ] [local_rank 2] Extracted 12/26 parts +[INFO ][2026-05-09 17:00:37][root ][_stage_targz_parts ] [local_rank 2] Extracted 14/26 parts +[INFO ][2026-05-09 17:00:51][root ][_stage_targz_parts ] [local_rank 2] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:05][root ][_stage_targz_parts ] [local_rank 2] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:19][root ][_stage_targz_parts ] [local_rank 2] Extracted 20/26 parts +[INFO ][2026-05-09 17:01:34][root ][_stage_targz_parts ] [local_rank 2] Extracted 22/26 parts +[INFO ][2026-05-09 17:01:48][root ][_stage_targz_parts ] [local_rank 2] Extracted 24/26 parts +[INFO ][2026-05-09 17:02:02][root ][_stage_targz_parts ] [local_rank 2] Extracted 26/26 parts +[INFO ][2026-05-09 17:02:02][root ][stage_datasets ] [local_rank 2/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:54][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:54][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:54][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:54][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:54][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:54][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:54][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:54][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:54][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:04:03][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:04:03][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 14 / 16 +[INFO ][2026-05-09 17:04:03][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:04:03][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:04:03][app.vjepa.train ][main ] Wrapping models in DDP (rank 14)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,481) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,481) - Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,482) - Not checkpointing nor requeuing since I am a slave (procid=14). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=14). +submitit WARNING (2026-05-10 04:55:29,482) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,482) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:17,804) - Starting with JobEnvironment(job_id=22606429, hostname=gcn77.local.snellius.surf.nl, local_rank=2(4), node=3(4), global_rank=14(16)) +submitit INFO (2026-05-10 04:59:17,820) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 05:00:31][app.vjepa.train ][main ] Initialized (rank/world-size) 14/16, tasks_per_node=4 +[INFO ][2026-05-10 05:00:32][root ][stage_datasets ] [local_rank 2/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 05:00:32][root ][_stage_targz_parts ] [rank 2] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 05:00:45][root ][_stage_targz_parts ] [local_rank 2] Extracted 2/26 parts +[INFO ][2026-05-10 05:00:59][root ][_stage_targz_parts ] [local_rank 2] Extracted 4/26 parts +[INFO ][2026-05-10 05:01:14][root ][_stage_targz_parts ] [local_rank 2] Extracted 6/26 parts +[INFO ][2026-05-10 05:01:28][root ][_stage_targz_parts ] [local_rank 2] Extracted 8/26 parts +[INFO ][2026-05-10 05:01:43][root ][_stage_targz_parts ] [local_rank 2] Extracted 10/26 parts +[INFO ][2026-05-10 05:01:57][root ][_stage_targz_parts ] [local_rank 2] Extracted 12/26 parts +[INFO ][2026-05-10 05:02:11][root ][_stage_targz_parts ] [local_rank 2] Extracted 14/26 parts +[INFO ][2026-05-10 05:02:26][root ][_stage_targz_parts ] [local_rank 2] Extracted 16/26 parts +[INFO ][2026-05-10 05:02:40][root ][_stage_targz_parts ] [local_rank 2] Extracted 18/26 parts +[INFO ][2026-05-10 05:02:54][root ][_stage_targz_parts ] [local_rank 2] Extracted 20/26 parts +[INFO ][2026-05-10 05:03:09][root ][_stage_targz_parts ] [local_rank 2] Extracted 22/26 parts +[INFO ][2026-05-10 05:03:23][root ][_stage_targz_parts ] [local_rank 2] Extracted 24/26 parts +[INFO ][2026-05-10 05:03:37][root ][_stage_targz_parts ] [local_rank 2] Extracted 26/26 parts +[INFO ][2026-05-10 05:03:37][root ][stage_datasets ] [local_rank 2/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:06:01][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:06:05][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:06:05][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:06:07][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:06:07][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 14 / 16 +[INFO ][2026-05-10 05:06:07][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:06:07][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:06:07][app.vjepa.train ][main ] Wrapping models in DDP (rank 14)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,225) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,225) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_15_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_15_log.err new file mode 100644 index 0000000000000000000000000000000000000000..794c7cc8c39961bd446bce47a49a66512082a4f2 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_15_log.err @@ -0,0 +1,295 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank15]:[W509 17:02:01.928089011 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,468) - Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,468) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,471) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,471) - Bypassing signal SIGTERM +[rank15]:[W510 04:55:34.723225336 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x1468c788d25d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x1468c788b1f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:34.726045383 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank15]:[W510 04:55:35.726227275 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:35.729718119 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:36.729870651 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:36.732268510 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:37.732424132 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:37.734840831 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:38.734990193 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:38.737330172 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:39.737477365 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:39.739774944 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:40.739915757 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:40.742218446 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:41.742347918 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:41.744715227 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:42.744852740 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:42.747334498 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:43.747474260 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:43.749885789 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:44.750032682 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:44.752310031 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:45.752446053 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:45.754728723 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:46.754866075 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:46.757182934 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:47.757325747 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:47.759693135 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:48.759820478 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:48.762140947 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:49.762275270 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:49.764675798 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:50.764812791 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:50.767140340 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:51.767280053 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:51.769578542 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:52.769726354 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:52.772073853 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:53.772211936 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:53.774506635 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:54.774643167 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:54.776901687 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:55.777056129 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:55.779378008 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:56.779548001 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:56.781905680 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:57.782101242 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:57.784313601 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank15]:[W510 04:55:58.784453844 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn78.local.snellius.surf.nl]:40572, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1468836fefdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x1468c788c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x1468c788b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14688496deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x1469c3dd7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x1469d484919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1469d48ce100 in /lib64/libc.so.6) + +[rank15]:[W510 04:55:58.786761633 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 15] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank15]:[W510 05:03:32.621951061 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,216) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,216) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_15_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_15_log.out new file mode 100644 index 0000000000000000000000000000000000000000..c6a8b566dae23017eca5cce10bc582dfec2e3a43 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_15_log.out @@ -0,0 +1,522 @@ +submitit INFO (2026-05-09 16:57:36,055) - Starting with JobEnvironment(job_id=22606429, hostname=gcn78.local.snellius.surf.nl, local_rank=3(4), node=3(4), global_rank=15(16)) +submitit INFO (2026-05-09 16:57:36,055) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:59:01][app.vjepa.train ][main ] Initialized (rank/world-size) 15/16, tasks_per_node=4 +[INFO ][2026-05-09 16:59:01][root ][stage_datasets ] [local_rank 3/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:59:01][root ][_stage_targz_parts ] [rank 3] Extracting 25/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:15][root ][_stage_targz_parts ] [local_rank 3] Extracted 2/25 parts +[INFO ][2026-05-09 16:59:30][root ][_stage_targz_parts ] [local_rank 3] Extracted 4/25 parts +[INFO ][2026-05-09 16:59:44][root ][_stage_targz_parts ] [local_rank 3] Extracted 6/25 parts +[INFO ][2026-05-09 16:59:58][root ][_stage_targz_parts ] [local_rank 3] Extracted 8/25 parts +[INFO ][2026-05-09 17:00:12][root ][_stage_targz_parts ] [local_rank 3] Extracted 10/25 parts +[INFO ][2026-05-09 17:00:27][root ][_stage_targz_parts ] [local_rank 3] Extracted 12/25 parts +[INFO ][2026-05-09 17:00:41][root ][_stage_targz_parts ] [local_rank 3] Extracted 14/25 parts +[INFO ][2026-05-09 17:00:55][root ][_stage_targz_parts ] [local_rank 3] Extracted 16/25 parts +[INFO ][2026-05-09 17:01:09][root ][_stage_targz_parts ] [local_rank 3] Extracted 18/25 parts +[INFO ][2026-05-09 17:01:24][root ][_stage_targz_parts ] [local_rank 3] Extracted 20/25 parts +[INFO ][2026-05-09 17:01:38][root ][_stage_targz_parts ] [local_rank 3] Extracted 22/25 parts +[INFO ][2026-05-09 17:01:52][root ][_stage_targz_parts ] [local_rank 3] Extracted 24/25 parts +[INFO ][2026-05-09 17:01:59][root ][_stage_targz_parts ] [local_rank 3] Extracted 25/25 parts +[INFO ][2026-05-09 17:02:01][root ][stage_datasets ] [local_rank 3/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:52][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:58][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:03:58][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 15 / 16 +[INFO ][2026-05-09 17:03:58][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:03:58][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:03:59][app.vjepa.train ][main ] Wrapping models in DDP (rank 15)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,468) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,468) - Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn78.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,468) - Not checkpointing nor requeuing since I am a slave (procid=15). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=15). +submitit WARNING (2026-05-10 04:55:29,468) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,471) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,471) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit INFO (2026-05-10 04:59:17,804) - Starting with JobEnvironment(job_id=22606429, hostname=gcn77.local.snellius.surf.nl, local_rank=3(4), node=3(4), global_rank=15(16)) +submitit INFO (2026-05-10 04:59:17,901) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 05:00:27][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 05:00:29][app.vjepa.train ][main ] Initialized (rank/world-size) 15/16, tasks_per_node=4 +[INFO ][2026-05-10 05:00:32][root ][stage_datasets ] [local_rank 3/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 05:00:32][root ][_stage_targz_parts ] [rank 3] Extracting 25/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 05:00:46][root ][_stage_targz_parts ] [local_rank 3] Extracted 2/25 parts +[INFO ][2026-05-10 05:01:00][root ][_stage_targz_parts ] [local_rank 3] Extracted 4/25 parts +[INFO ][2026-05-10 05:01:15][root ][_stage_targz_parts ] [local_rank 3] Extracted 6/25 parts +[INFO ][2026-05-10 05:01:29][root ][_stage_targz_parts ] [local_rank 3] Extracted 8/25 parts +[INFO ][2026-05-10 05:01:44][root ][_stage_targz_parts ] [local_rank 3] Extracted 10/25 parts +[INFO ][2026-05-10 05:01:58][root ][_stage_targz_parts ] [local_rank 3] Extracted 12/25 parts +[INFO ][2026-05-10 05:02:12][root ][_stage_targz_parts ] [local_rank 3] Extracted 14/25 parts +[INFO ][2026-05-10 05:02:27][root ][_stage_targz_parts ] [local_rank 3] Extracted 16/25 parts +[INFO ][2026-05-10 05:02:41][root ][_stage_targz_parts ] [local_rank 3] Extracted 18/25 parts +[INFO ][2026-05-10 05:02:55][root ][_stage_targz_parts ] [local_rank 3] Extracted 20/25 parts +[INFO ][2026-05-10 05:03:10][root ][_stage_targz_parts ] [local_rank 3] Extracted 22/25 parts +[INFO ][2026-05-10 05:03:24][root ][_stage_targz_parts ] [local_rank 3] Extracted 24/25 parts +[INFO ][2026-05-10 05:03:31][root ][_stage_targz_parts ] [local_rank 3] Extracted 25/25 parts +[INFO ][2026-05-10 05:03:31][root ][stage_datasets ] [local_rank 3/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:06:01][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:06:05][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:06:05][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:06:05][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:06:07][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:06:07][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 15 / 16 +[INFO ][2026-05-10 05:06:07][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:06:07][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:06:07][app.vjepa.train ][main ] Wrapping models in DDP (rank 15)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,216) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,216) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_1_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_1_log.err new file mode 100644 index 0000000000000000000000000000000000000000..361a88478d9a82356cec44c00c0df722a50e556e --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_1_log.err @@ -0,0 +1,313 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank1]:[W509 17:01:59.820396447 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,177) - Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,178) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[rank1]:[W510 04:55:34.394824634 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x14a14143825d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x14a1414361f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:34.454977412 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank1]:[W510 04:55:35.455124149 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:35.457356583 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:36.457487650 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:36.459700985 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:37.459835991 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:37.462164165 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:38.462282842 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:38.464606826 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:39.464723273 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:39.467029667 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:40.467147964 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:40.469489298 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:41.469633225 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:41.471947929 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:42.472090516 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:42.474380030 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:43.474516707 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:43.476761731 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:44.476907248 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:44.479249802 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:45.479382169 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:45.481671083 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:46.481800990 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:46.484088454 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:47.484223251 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:47.486564305 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:48.486694422 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:48.489014716 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:49.489155263 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:49.491491777 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:50.491630913 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:50.493943658 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:51.494080534 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:51.496381539 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:52.496527015 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:52.498859050 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:53.498991916 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:53.501291991 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:54.501426937 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:54.503751532 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:55.503884078 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:55.506197123 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:56.506335129 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:56.508629734 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:57.508777350 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:57.511163764 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank1]:[W510 04:55:58.511292591 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn74.local.snellius.surf.nl]:52144, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14a0fd2a9fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14a1414376d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14a1414361cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14a0fe518eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14a23d982164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14a24e3f419a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x14a24e479100 in /lib64/libc.so.6) + +[rank1]:[W510 04:55:58.513570786 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 1] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank1]:[W510 05:02:23.918270987 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,095) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,111) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_1_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_1_log.out new file mode 100644 index 0000000000000000000000000000000000000000..286143a7cface136e5af15505fb7744fc3c5dc3c --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_1_log.out @@ -0,0 +1,522 @@ +submitit INFO (2026-05-09 16:57:36,581) - Starting with JobEnvironment(job_id=22606429, hostname=gcn74.local.snellius.surf.nl, local_rank=1(4), node=0(4), global_rank=1(16)) +submitit INFO (2026-05-09 16:57:36,581) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:58:56][app.vjepa.train ][main ] Initialized (rank/world-size) 1/16, tasks_per_node=4 +[INFO ][2026-05-09 16:58:56][root ][stage_datasets ] [local_rank 1/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:58:56][root ][_stage_targz_parts ] [rank 1] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:08][root ][_stage_targz_parts ] [local_rank 1] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:22][root ][_stage_targz_parts ] [local_rank 1] Extracted 4/26 parts +[INFO ][2026-05-09 16:59:36][root ][_stage_targz_parts ] [local_rank 1] Extracted 6/26 parts +[INFO ][2026-05-09 16:59:50][root ][_stage_targz_parts ] [local_rank 1] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:05][root ][_stage_targz_parts ] [local_rank 1] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:19][root ][_stage_targz_parts ] [local_rank 1] Extracted 12/26 parts +[INFO ][2026-05-09 17:00:33][root ][_stage_targz_parts ] [local_rank 1] Extracted 14/26 parts +[INFO ][2026-05-09 17:00:47][root ][_stage_targz_parts ] [local_rank 1] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:01][root ][_stage_targz_parts ] [local_rank 1] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:16][root ][_stage_targz_parts ] [local_rank 1] Extracted 20/26 parts +[INFO ][2026-05-09 17:01:30][root ][_stage_targz_parts ] [local_rank 1] Extracted 22/26 parts +[INFO ][2026-05-09 17:01:45][root ][_stage_targz_parts ] [local_rank 1] Extracted 24/26 parts +[INFO ][2026-05-09 17:01:59][root ][_stage_targz_parts ] [local_rank 1] Extracted 26/26 parts +[INFO ][2026-05-09 17:01:59][root ][stage_datasets ] [local_rank 1/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:05:15][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:05:19][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:05:19][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:05:21][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:05:21][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 1 / 16 +[INFO ][2026-05-09 17:05:21][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:05:21][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:05:21][app.vjepa.train ][main ] Wrapping models in DDP (rank 1)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,165) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,177) - Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,178) - Not checkpointing nor requeuing since I am a slave (procid=1). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=1). +submitit WARNING (2026-05-10 04:55:29,178) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:12,566) - Starting with JobEnvironment(job_id=22606429, hostname=gcn74.local.snellius.surf.nl, local_rank=1(4), node=0(4), global_rank=1(16)) +submitit INFO (2026-05-10 04:59:12,566) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 04:59:21][app.vjepa.train ][main ] Initialized (rank/world-size) 1/16, tasks_per_node=4 +[INFO ][2026-05-10 04:59:21][root ][stage_datasets ] [local_rank 1/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 04:59:21][root ][_stage_targz_parts ] [rank 1] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 04:59:33][root ][_stage_targz_parts ] [local_rank 1] Extracted 2/26 parts +[INFO ][2026-05-10 04:59:47][root ][_stage_targz_parts ] [local_rank 1] Extracted 4/26 parts +[INFO ][2026-05-10 05:00:01][root ][_stage_targz_parts ] [local_rank 1] Extracted 6/26 parts +[INFO ][2026-05-10 05:00:15][root ][_stage_targz_parts ] [local_rank 1] Extracted 8/26 parts +[INFO ][2026-05-10 05:00:30][root ][_stage_targz_parts ] [local_rank 1] Extracted 10/26 parts +[INFO ][2026-05-10 05:00:44][root ][_stage_targz_parts ] [local_rank 1] Extracted 12/26 parts +[INFO ][2026-05-10 05:00:58][root ][_stage_targz_parts ] [local_rank 1] Extracted 14/26 parts +[INFO ][2026-05-10 05:01:12][root ][_stage_targz_parts ] [local_rank 1] Extracted 16/26 parts +[INFO ][2026-05-10 05:01:26][root ][_stage_targz_parts ] [local_rank 1] Extracted 18/26 parts +[INFO ][2026-05-10 05:01:40][root ][_stage_targz_parts ] [local_rank 1] Extracted 20/26 parts +[INFO ][2026-05-10 05:01:55][root ][_stage_targz_parts ] [local_rank 1] Extracted 22/26 parts +[INFO ][2026-05-10 05:02:09][root ][_stage_targz_parts ] [local_rank 1] Extracted 24/26 parts +[INFO ][2026-05-10 05:02:23][root ][_stage_targz_parts ] [local_rank 1] Extracted 26/26 parts +[INFO ][2026-05-10 05:02:23][root ][stage_datasets ] [local_rank 1/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:05:22][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:05:26][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:05:26][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:05:28][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:05:28][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 1 / 16 +[INFO ][2026-05-10 05:05:28][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:05:28][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:05:28][app.vjepa.train ][main ] Wrapping models in DDP (rank 1)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,095) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,111) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_2_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_2_log.err new file mode 100644 index 0000000000000000000000000000000000000000..67204a7bbd6e89c6e602c4382eda4beb17482374 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_2_log.err @@ -0,0 +1,313 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank2]:[W509 17:02:02.793102444 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,245) - Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,245) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[rank2]:[W510 04:55:34.560308863 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x15306f9fc25d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x15306f9fa1f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:34.563393286 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank2]:[W510 04:55:35.563541282 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:35.565850107 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:36.565943503 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:36.568184308 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:37.568314255 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:37.570686259 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:38.570825245 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:38.573171570 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:39.573312246 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:39.575660421 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:40.575789517 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:40.578147842 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:41.578265748 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:41.580669902 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:42.580822889 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:42.583122063 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:43.583267190 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:43.585584824 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:44.585729321 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:44.588012455 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:45.588163182 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:45.590550266 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:46.590697632 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:46.593009957 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:47.593147323 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:47.595412808 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:48.595557224 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:48.597994379 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:49.598151015 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:49.600474449 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:50.600604966 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:50.602857501 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:51.602998597 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:51.605348641 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:52.605494028 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:52.607923172 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:53.608068219 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:53.610391043 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:54.610520939 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:54.612861984 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:55.612992190 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:55.615379905 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:56.615526691 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:56.617919735 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:57.618084692 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:57.620404726 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank2]:[W510 04:55:58.620544253 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52154, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15302b86dfdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15306f9fb6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15306f9fa1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15302cadceec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15316bf46164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15317c9b819a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15317ca3d100 in /lib64/libc.so.6) + +[rank2]:[W510 04:55:58.622884447 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 2] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank2]:[W510 05:02:24.914809986 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,103) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,150) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_2_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_2_log.out new file mode 100644 index 0000000000000000000000000000000000000000..f82f4b80f7e263c428c91d29a5771dafe09fc2b4 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_2_log.out @@ -0,0 +1,522 @@ +submitit INFO (2026-05-09 16:57:36,581) - Starting with JobEnvironment(job_id=22606429, hostname=gcn74.local.snellius.surf.nl, local_rank=2(4), node=0(4), global_rank=2(16)) +submitit INFO (2026-05-09 16:57:36,581) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:58:57][app.vjepa.train ][main ] Initialized (rank/world-size) 2/16, tasks_per_node=4 +[INFO ][2026-05-09 16:58:57][root ][stage_datasets ] [local_rank 2/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:58:57][root ][_stage_targz_parts ] [rank 2] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:11][root ][_stage_targz_parts ] [local_rank 2] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:25][root ][_stage_targz_parts ] [local_rank 2] Extracted 4/26 parts +[INFO ][2026-05-09 16:59:39][root ][_stage_targz_parts ] [local_rank 2] Extracted 6/26 parts +[INFO ][2026-05-09 16:59:54][root ][_stage_targz_parts ] [local_rank 2] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:08][root ][_stage_targz_parts ] [local_rank 2] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:22][root ][_stage_targz_parts ] [local_rank 2] Extracted 12/26 parts +[INFO ][2026-05-09 17:00:36][root ][_stage_targz_parts ] [local_rank 2] Extracted 14/26 parts +[INFO ][2026-05-09 17:00:50][root ][_stage_targz_parts ] [local_rank 2] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:05][root ][_stage_targz_parts ] [local_rank 2] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:19][root ][_stage_targz_parts ] [local_rank 2] Extracted 20/26 parts +[INFO ][2026-05-09 17:01:34][root ][_stage_targz_parts ] [local_rank 2] Extracted 22/26 parts +[INFO ][2026-05-09 17:01:48][root ][_stage_targz_parts ] [local_rank 2] Extracted 24/26 parts +[INFO ][2026-05-09 17:02:02][root ][_stage_targz_parts ] [local_rank 2] Extracted 26/26 parts +[INFO ][2026-05-09 17:02:02][root ][stage_datasets ] [local_rank 2/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:05:15][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:05:19][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:05:19][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:05:21][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:05:21][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 2 / 16 +[INFO ][2026-05-09 17:05:21][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:05:21][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:05:21][app.vjepa.train ][main ] Wrapping models in DDP (rank 2)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,226) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,245) - Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,245) - Not checkpointing nor requeuing since I am a slave (procid=2). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=2). +submitit WARNING (2026-05-10 04:55:29,245) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:12,566) - Starting with JobEnvironment(job_id=22606429, hostname=gcn74.local.snellius.surf.nl, local_rank=2(4), node=0(4), global_rank=2(16)) +submitit INFO (2026-05-10 04:59:12,566) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 04:59:20][app.vjepa.train ][main ] Initialized (rank/world-size) 2/16, tasks_per_node=4 +[INFO ][2026-05-10 04:59:20][root ][stage_datasets ] [local_rank 2/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 04:59:20][root ][_stage_targz_parts ] [rank 2] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 04:59:34][root ][_stage_targz_parts ] [local_rank 2] Extracted 2/26 parts +[INFO ][2026-05-10 04:59:47][root ][_stage_targz_parts ] [local_rank 2] Extracted 4/26 parts +[INFO ][2026-05-10 05:00:02][root ][_stage_targz_parts ] [local_rank 2] Extracted 6/26 parts +[INFO ][2026-05-10 05:00:17][root ][_stage_targz_parts ] [local_rank 2] Extracted 8/26 parts +[INFO ][2026-05-10 05:00:31][root ][_stage_targz_parts ] [local_rank 2] Extracted 10/26 parts +[INFO ][2026-05-10 05:00:45][root ][_stage_targz_parts ] [local_rank 2] Extracted 12/26 parts +[INFO ][2026-05-10 05:00:58][root ][_stage_targz_parts ] [local_rank 2] Extracted 14/26 parts +[INFO ][2026-05-10 05:01:13][root ][_stage_targz_parts ] [local_rank 2] Extracted 16/26 parts +[INFO ][2026-05-10 05:01:27][root ][_stage_targz_parts ] [local_rank 2] Extracted 18/26 parts +[INFO ][2026-05-10 05:01:41][root ][_stage_targz_parts ] [local_rank 2] Extracted 20/26 parts +[INFO ][2026-05-10 05:01:56][root ][_stage_targz_parts ] [local_rank 2] Extracted 22/26 parts +[INFO ][2026-05-10 05:02:10][root ][_stage_targz_parts ] [local_rank 2] Extracted 24/26 parts +[INFO ][2026-05-10 05:02:24][root ][_stage_targz_parts ] [local_rank 2] Extracted 26/26 parts +[INFO ][2026-05-10 05:02:24][root ][stage_datasets ] [local_rank 2/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:05:22][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:05:26][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:05:26][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:05:28][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:05:28][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 2 / 16 +[INFO ][2026-05-10 05:05:28][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:05:28][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:05:28][app.vjepa.train ][main ] Wrapping models in DDP (rank 2)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,103) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,150) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_3_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_3_log.err new file mode 100644 index 0000000000000000000000000000000000000000..b147fe1cd71cb8e5a71110cb1a41a7e30444f851 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_3_log.err @@ -0,0 +1,313 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank3]:[W509 17:01:56.086943966 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,308) - Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,308) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[rank3]:[W510 04:55:34.495110837 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x146de1bc725d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x146de1bc51f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:34.498257870 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank3]:[W510 04:55:35.498414636 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:35.500757561 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:36.500911207 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:36.503237612 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:37.503382708 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:37.505652773 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:38.505790159 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:38.508070124 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:39.508213330 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:39.510525225 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:40.510666701 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:40.512981056 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:41.513124252 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:41.515485896 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:42.515614163 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:42.517822918 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:43.517960224 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:43.520285159 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:44.520408995 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:44.522721510 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:45.522846026 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:45.525223370 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:46.525358957 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:46.527741071 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:47.527874207 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:47.530236332 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:48.530371908 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:48.532747463 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:49.532882039 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:49.535247864 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:50.535369700 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:50.537759174 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:51.537882041 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:51.540163255 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:52.540288062 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:52.542647336 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:53.542769903 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:53.545099747 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:54.545212684 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:54.547539408 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:55.547675665 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:55.550020529 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:56.550145366 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:56.552428670 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:57.552550107 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:57.554850521 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank3]:[W510 04:55:58.554973978 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn74.local.snellius.surf.nl]:52158, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x146d9da38fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146de1bc66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146de1bc51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146d9eca7eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x146ede111164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146eeeb8319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146eeec08100 in /lib64/libc.so.6) + +[rank3]:[W510 04:55:58.557345232 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 3] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank3]:[W510 05:02:19.994442964 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,097) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,113) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_3_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_3_log.out new file mode 100644 index 0000000000000000000000000000000000000000..d784dedf603b3eb511f871c440d9ee7bc633fa8c --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_3_log.out @@ -0,0 +1,522 @@ +submitit INFO (2026-05-09 16:57:36,581) - Starting with JobEnvironment(job_id=22606429, hostname=gcn74.local.snellius.surf.nl, local_rank=3(4), node=0(4), global_rank=3(16)) +submitit INFO (2026-05-09 16:57:36,581) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:54][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:58:56][app.vjepa.train ][main ] Initialized (rank/world-size) 3/16, tasks_per_node=4 +[INFO ][2026-05-09 16:58:56][root ][stage_datasets ] [local_rank 3/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:58:56][root ][_stage_targz_parts ] [rank 3] Extracting 25/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:11][root ][_stage_targz_parts ] [local_rank 3] Extracted 2/25 parts +[INFO ][2026-05-09 16:59:25][root ][_stage_targz_parts ] [local_rank 3] Extracted 4/25 parts +[INFO ][2026-05-09 16:59:39][root ][_stage_targz_parts ] [local_rank 3] Extracted 6/25 parts +[INFO ][2026-05-09 16:59:54][root ][_stage_targz_parts ] [local_rank 3] Extracted 8/25 parts +[INFO ][2026-05-09 17:00:08][root ][_stage_targz_parts ] [local_rank 3] Extracted 10/25 parts +[INFO ][2026-05-09 17:00:22][root ][_stage_targz_parts ] [local_rank 3] Extracted 12/25 parts +[INFO ][2026-05-09 17:00:37][root ][_stage_targz_parts ] [local_rank 3] Extracted 14/25 parts +[INFO ][2026-05-09 17:00:51][root ][_stage_targz_parts ] [local_rank 3] Extracted 16/25 parts +[INFO ][2026-05-09 17:01:05][root ][_stage_targz_parts ] [local_rank 3] Extracted 18/25 parts +[INFO ][2026-05-09 17:01:19][root ][_stage_targz_parts ] [local_rank 3] Extracted 20/25 parts +[INFO ][2026-05-09 17:01:34][root ][_stage_targz_parts ] [local_rank 3] Extracted 22/25 parts +[INFO ][2026-05-09 17:01:48][root ][_stage_targz_parts ] [local_rank 3] Extracted 24/25 parts +[INFO ][2026-05-09 17:01:55][root ][_stage_targz_parts ] [local_rank 3] Extracted 25/25 parts +[INFO ][2026-05-09 17:01:55][root ][stage_datasets ] [local_rank 3/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:05:15][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:05:19][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:05:19][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:05:19][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:05:21][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:05:21][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 3 / 16 +[INFO ][2026-05-09 17:05:21][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:05:21][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:05:21][app.vjepa.train ][main ] Wrapping models in DDP (rank 3)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,195) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,308) - Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn74.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,308) - Not checkpointing nor requeuing since I am a slave (procid=3). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=3). +submitit WARNING (2026-05-10 04:55:29,308) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:12,566) - Starting with JobEnvironment(job_id=22606429, hostname=gcn74.local.snellius.surf.nl, local_rank=3(4), node=0(4), global_rank=3(16)) +submitit INFO (2026-05-10 04:59:12,566) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:18][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 04:59:20][app.vjepa.train ][main ] Initialized (rank/world-size) 3/16, tasks_per_node=4 +[INFO ][2026-05-10 04:59:20][root ][stage_datasets ] [local_rank 3/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 04:59:20][root ][_stage_targz_parts ] [rank 3] Extracting 25/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 04:59:34][root ][_stage_targz_parts ] [local_rank 3] Extracted 2/25 parts +[INFO ][2026-05-10 04:59:48][root ][_stage_targz_parts ] [local_rank 3] Extracted 4/25 parts +[INFO ][2026-05-10 05:00:03][root ][_stage_targz_parts ] [local_rank 3] Extracted 6/25 parts +[INFO ][2026-05-10 05:00:17][root ][_stage_targz_parts ] [local_rank 3] Extracted 8/25 parts +[INFO ][2026-05-10 05:00:32][root ][_stage_targz_parts ] [local_rank 3] Extracted 10/25 parts +[INFO ][2026-05-10 05:00:46][root ][_stage_targz_parts ] [local_rank 3] Extracted 12/25 parts +[INFO ][2026-05-10 05:01:00][root ][_stage_targz_parts ] [local_rank 3] Extracted 14/25 parts +[INFO ][2026-05-10 05:01:15][root ][_stage_targz_parts ] [local_rank 3] Extracted 16/25 parts +[INFO ][2026-05-10 05:01:28][root ][_stage_targz_parts ] [local_rank 3] Extracted 18/25 parts +[INFO ][2026-05-10 05:01:43][root ][_stage_targz_parts ] [local_rank 3] Extracted 20/25 parts +[INFO ][2026-05-10 05:01:58][root ][_stage_targz_parts ] [local_rank 3] Extracted 22/25 parts +[INFO ][2026-05-10 05:02:12][root ][_stage_targz_parts ] [local_rank 3] Extracted 24/25 parts +[INFO ][2026-05-10 05:02:19][root ][_stage_targz_parts ] [local_rank 3] Extracted 25/25 parts +[INFO ][2026-05-10 05:02:19][root ][stage_datasets ] [local_rank 3/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:05:22][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:05:26][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:05:26][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:05:27][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:05:28][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:05:28][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 3 / 16 +[INFO ][2026-05-10 05:05:28][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:05:28][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:05:28][app.vjepa.train ][main ] Wrapping models in DDP (rank 3)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,097) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,113) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_4_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_4_log.err new file mode 100644 index 0000000000000000000000000000000000000000..557d6cc03c23b528f6f9d2140604251ef2f6ec39 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_4_log.err @@ -0,0 +1,314 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank4]:[W509 17:03:12.718263143 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,326) - Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,326) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,596) - Bypassing signal SIGCONT +[rank4]:[W510 04:55:33.255921249 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x146243ec225d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x146243ec01f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:33.258371367 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank4]:[W510 04:55:34.258504298 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:34.261872331 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:35.262012247 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:35.264390915 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:36.264515070 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:36.266749349 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:37.266869954 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:37.269130862 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:38.269258867 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:38.271644195 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:39.271770730 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:39.274082358 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:40.274212223 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:40.276422492 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:41.276546327 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:41.278799966 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:42.278916780 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:42.281184429 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:43.281312264 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:43.283514423 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:44.283631988 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:44.285941696 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:45.286065021 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:45.288285890 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:46.288416945 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:46.290697703 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:48.290815678 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:48.293075917 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:49.293202562 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:49.295595809 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:50.295711624 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:50.298046123 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:51.298160617 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:51.300473036 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:52.300592471 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:52.302828310 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:53.302942844 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:53.305320203 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:54.305460197 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:54.307902565 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:55.308055000 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:55.310368548 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:56.310484953 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:56.312789491 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:57.312905686 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:57.500578983 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank4]:[W510 04:55:58.500718068 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58522, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1461ffd33fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x146243ec16d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x146243ec01cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x146200fa2eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x14634040c164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x146350e7e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x146350f03100 in /lib64/libc.so.6) + +[rank4]:[W510 04:55:58.502987547 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 4] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[2026-05-10T04:56:02.628] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:02.629] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +[2026-05-10T04:56:04.278] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T04:56:04.777] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:04.778] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +[2026-05-10T04:56:04.916] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:04.916] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +[2026-05-10T04:56:04.954] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:04.955] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank4]:[W510 05:03:21.629382948 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,171) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,171) - Bypassing signal SIGCONT +[2026-05-10T09:27:02.626] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:02.626] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:04.270] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T09:27:04.746] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:04.746] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:06.384] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T09:27:06.386] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:06.386] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:06.525] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:06.525] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_4_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_4_log.out new file mode 100644 index 0000000000000000000000000000000000000000..3d4c53c4c60a0f6ae7f42c9199a90072e4e050a1 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_4_log.out @@ -0,0 +1,530 @@ +submitit INFO (2026-05-09 16:57:36,008) - Starting with JobEnvironment(job_id=22606429, hostname=gcn75.local.snellius.surf.nl, local_rank=0(4), node=1(4), global_rank=4(16)) +submitit INFO (2026-05-09 16:57:36,008) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:59:11][app.vjepa.train ][main ] Initialized (rank/world-size) 4/16, tasks_per_node=4 +[INFO ][2026-05-09 16:59:11][root ][stage_datasets ] [local_rank 0/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:59:11][root ][_stage_targz_parts ] [rank 0] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:25][root ][_stage_targz_parts ] [local_rank 0] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:39][root ][_stage_targz_parts ] [local_rank 0] Extracted 4/26 parts +[INFO ][2026-05-09 16:59:53][root ][_stage_targz_parts ] [local_rank 0] Extracted 6/26 parts +[INFO ][2026-05-09 17:00:07][root ][_stage_targz_parts ] [local_rank 0] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:22][root ][_stage_targz_parts ] [local_rank 0] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:36][root ][_stage_targz_parts ] [local_rank 0] Extracted 12/26 parts +[INFO ][2026-05-09 17:00:51][root ][_stage_targz_parts ] [local_rank 0] Extracted 14/26 parts +[INFO ][2026-05-09 17:01:05][root ][_stage_targz_parts ] [local_rank 0] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:20][root ][_stage_targz_parts ] [local_rank 0] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:34][root ][_stage_targz_parts ] [local_rank 0] Extracted 20/26 parts +[INFO ][2026-05-09 17:01:48][root ][_stage_targz_parts ] [local_rank 0] Extracted 22/26 parts +[INFO ][2026-05-09 17:02:02][root ][_stage_targz_parts ] [local_rank 0] Extracted 24/26 parts +[INFO ][2026-05-09 17:02:17][root ][_stage_targz_parts ] [local_rank 0] Extracted 26/26 parts +[INFO ][2026-05-09 17:02:17][root ][stage_datasets ] [local_rank 0/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:02:17][root ][_stage_multipart_tar ] [rank 0] Extracting multipart tar (2 files) to /scratch-node/dcanez.22606429/ssv2 +[INFO ][2026-05-09 17:03:30][root ][stage_datasets ] Data staging completed in 259.3s (4.3min) +[INFO ][2026-05-09 17:03:30][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/kinetics_240/train.csv (239789 entries) +[INFO ][2026-05-09 17:03:31][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/ssv2/train.csv (168913 entries) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:52][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:04:02][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:04:02][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 4 / 16 +[INFO ][2026-05-09 17:04:02][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:04:02][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:04:02][app.vjepa.train ][main ] Wrapping models in DDP (rank 4)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,325) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,326) - Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,326) - Not checkpointing nor requeuing since I am a slave (procid=4). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=4). +submitit WARNING (2026-05-10 04:55:29,326) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,596) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:12,592) - Starting with JobEnvironment(job_id=22606429, hostname=gcn75.local.snellius.surf.nl, local_rank=0(4), node=1(4), global_rank=4(16)) +submitit INFO (2026-05-10 04:59:12,593) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 04:59:22][app.vjepa.train ][main ] Initialized (rank/world-size) 4/16, tasks_per_node=4 +[INFO ][2026-05-10 04:59:22][root ][stage_datasets ] [local_rank 0/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 04:59:22][root ][_stage_targz_parts ] [rank 0] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 04:59:36][root ][_stage_targz_parts ] [local_rank 0] Extracted 2/26 parts +[INFO ][2026-05-10 04:59:50][root ][_stage_targz_parts ] [local_rank 0] Extracted 4/26 parts +[INFO ][2026-05-10 05:00:04][root ][_stage_targz_parts ] [local_rank 0] Extracted 6/26 parts +[INFO ][2026-05-10 05:00:18][root ][_stage_targz_parts ] [local_rank 0] Extracted 8/26 parts +[INFO ][2026-05-10 05:00:32][root ][_stage_targz_parts ] [local_rank 0] Extracted 10/26 parts +[INFO ][2026-05-10 05:00:46][root ][_stage_targz_parts ] [local_rank 0] Extracted 12/26 parts +[INFO ][2026-05-10 05:01:00][root ][_stage_targz_parts ] [local_rank 0] Extracted 14/26 parts +[INFO ][2026-05-10 05:01:15][root ][_stage_targz_parts ] [local_rank 0] Extracted 16/26 parts +[INFO ][2026-05-10 05:01:29][root ][_stage_targz_parts ] [local_rank 0] Extracted 18/26 parts +[INFO ][2026-05-10 05:01:43][root ][_stage_targz_parts ] [local_rank 0] Extracted 20/26 parts +[INFO ][2026-05-10 05:01:57][root ][_stage_targz_parts ] [local_rank 0] Extracted 22/26 parts +[INFO ][2026-05-10 05:02:12][root ][_stage_targz_parts ] [local_rank 0] Extracted 24/26 parts +[INFO ][2026-05-10 05:02:26][root ][_stage_targz_parts ] [local_rank 0] Extracted 26/26 parts +[INFO ][2026-05-10 05:02:26][root ][stage_datasets ] [local_rank 0/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:02:26][root ][_stage_multipart_tar ] [rank 0] Extracting multipart tar (2 files) to /scratch-node/dcanez.22606429/ssv2 +[INFO ][2026-05-10 05:04:32][root ][stage_datasets ] Data staging completed in 310.2s (5.2min) +[INFO ][2026-05-10 05:04:32][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/kinetics_240/train.csv (239789 entries) +[INFO ][2026-05-10 05:04:33][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/ssv2/train.csv (168913 entries) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:04:47][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:04:53][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 4 / 16 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] Wrapping models in DDP (rank 4)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,171) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,171) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_5_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_5_log.err new file mode 100644 index 0000000000000000000000000000000000000000..69974a423e6ae5733e7a54a12dba360e21c2ac71 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_5_log.err @@ -0,0 +1,306 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank5]:[W509 17:02:13.724036467 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,312) - Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,312) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[rank5]:[W510 04:55:33.255941989 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x15120dc8225d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x15120dc801f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:33.258392227 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank5]:[W510 04:55:34.258532498 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:34.261898101 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:35.262042957 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:35.264343575 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:36.264476220 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:36.266742339 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:37.266870094 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:37.269200332 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:38.269319357 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:38.271603425 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:39.271748370 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:39.274120178 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:40.274237343 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:40.276591171 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:41.276730646 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:41.279101954 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:42.279218709 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:42.281453538 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:43.281586363 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:43.283824321 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:44.283960636 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:44.286215035 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:45.286348979 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:45.288581178 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:46.288716823 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:47.291054721 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:48.291191666 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:48.293461325 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:49.293579520 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:49.295923038 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:50.296066003 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:50.298464761 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:51.298590625 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:51.300814544 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:52.300946499 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:52.303191838 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:53.303320553 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:53.305670421 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:54.305800976 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:54.308065544 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:55.308188989 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:55.310425168 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:56.310555473 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:56.312900861 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:57.313049386 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:57.315260305 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:58.315391259 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:58.317586728 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank5]:[W510 04:55:59.317719093 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:58514, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x1511c9af3fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15120dc816d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15120dc801cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x1511cad62eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15130a1cc164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15131ac3e19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15131acc3100 in /lib64/libc.so.6) + +[rank5]:[W510 04:55:59.320101621 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 5] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank5]:[W510 05:02:23.053068628 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,170) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,171) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_5_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_5_log.out new file mode 100644 index 0000000000000000000000000000000000000000..9e6581868833b5ca2a5067e21c48a7f59af8fa15 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_5_log.out @@ -0,0 +1,522 @@ +submitit INFO (2026-05-09 16:57:36,008) - Starting with JobEnvironment(job_id=22606429, hostname=gcn75.local.snellius.surf.nl, local_rank=1(4), node=1(4), global_rank=5(16)) +submitit INFO (2026-05-09 16:57:36,008) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:59:09][app.vjepa.train ][main ] Initialized (rank/world-size) 5/16, tasks_per_node=4 +[INFO ][2026-05-09 16:59:09][root ][stage_datasets ] [local_rank 1/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:59:09][root ][_stage_targz_parts ] [rank 1] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:22][root ][_stage_targz_parts ] [local_rank 1] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:35][root ][_stage_targz_parts ] [local_rank 1] Extracted 4/26 parts +[INFO ][2026-05-09 16:59:50][root ][_stage_targz_parts ] [local_rank 1] Extracted 6/26 parts +[INFO ][2026-05-09 17:00:04][root ][_stage_targz_parts ] [local_rank 1] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:19][root ][_stage_targz_parts ] [local_rank 1] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:33][root ][_stage_targz_parts ] [local_rank 1] Extracted 12/26 parts +[INFO ][2026-05-09 17:00:47][root ][_stage_targz_parts ] [local_rank 1] Extracted 14/26 parts +[INFO ][2026-05-09 17:01:01][root ][_stage_targz_parts ] [local_rank 1] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:15][root ][_stage_targz_parts ] [local_rank 1] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:30][root ][_stage_targz_parts ] [local_rank 1] Extracted 20/26 parts +[INFO ][2026-05-09 17:01:44][root ][_stage_targz_parts ] [local_rank 1] Extracted 22/26 parts +[INFO ][2026-05-09 17:01:59][root ][_stage_targz_parts ] [local_rank 1] Extracted 24/26 parts +[INFO ][2026-05-09 17:02:13][root ][_stage_targz_parts ] [local_rank 1] Extracted 26/26 parts +[INFO ][2026-05-09 17:02:13][root ][stage_datasets ] [local_rank 1/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:52][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:04:02][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:04:02][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 5 / 16 +[INFO ][2026-05-09 17:04:02][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:04:02][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:04:02][app.vjepa.train ][main ] Wrapping models in DDP (rank 5)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,312) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,312) - Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,312) - Not checkpointing nor requeuing since I am a slave (procid=5). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=5). +submitit WARNING (2026-05-10 04:55:29,312) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:12,592) - Starting with JobEnvironment(job_id=22606429, hostname=gcn75.local.snellius.surf.nl, local_rank=1(4), node=1(4), global_rank=5(16)) +submitit INFO (2026-05-10 04:59:12,592) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 04:59:21][app.vjepa.train ][main ] Initialized (rank/world-size) 5/16, tasks_per_node=4 +[INFO ][2026-05-10 04:59:21][root ][stage_datasets ] [local_rank 1/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 04:59:21][root ][_stage_targz_parts ] [rank 1] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 04:59:33][root ][_stage_targz_parts ] [local_rank 1] Extracted 2/26 parts +[INFO ][2026-05-10 04:59:47][root ][_stage_targz_parts ] [local_rank 1] Extracted 4/26 parts +[INFO ][2026-05-10 05:00:01][root ][_stage_targz_parts ] [local_rank 1] Extracted 6/26 parts +[INFO ][2026-05-10 05:00:15][root ][_stage_targz_parts ] [local_rank 1] Extracted 8/26 parts +[INFO ][2026-05-10 05:00:30][root ][_stage_targz_parts ] [local_rank 1] Extracted 10/26 parts +[INFO ][2026-05-10 05:00:44][root ][_stage_targz_parts ] [local_rank 1] Extracted 12/26 parts +[INFO ][2026-05-10 05:00:57][root ][_stage_targz_parts ] [local_rank 1] Extracted 14/26 parts +[INFO ][2026-05-10 05:01:12][root ][_stage_targz_parts ] [local_rank 1] Extracted 16/26 parts +[INFO ][2026-05-10 05:01:26][root ][_stage_targz_parts ] [local_rank 1] Extracted 18/26 parts +[INFO ][2026-05-10 05:01:40][root ][_stage_targz_parts ] [local_rank 1] Extracted 20/26 parts +[INFO ][2026-05-10 05:01:55][root ][_stage_targz_parts ] [local_rank 1] Extracted 22/26 parts +[INFO ][2026-05-10 05:02:09][root ][_stage_targz_parts ] [local_rank 1] Extracted 24/26 parts +[INFO ][2026-05-10 05:02:23][root ][_stage_targz_parts ] [local_rank 1] Extracted 26/26 parts +[INFO ][2026-05-10 05:02:23][root ][stage_datasets ] [local_rank 1/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:04:47][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:04:53][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 5 / 16 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] Wrapping models in DDP (rank 5)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,170) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,171) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_6_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_6_log.err new file mode 100644 index 0000000000000000000000000000000000000000..255c9e0e639974177f36d4758f3dc49a6c28bfcc --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_6_log.err @@ -0,0 +1,294 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank6]:[W509 17:02:07.766984011 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,547) - Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[rank6]:[W510 04:55:34.907852517 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x151f4151125d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x151f4150f1f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:34.910464484 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank6]:[W510 04:55:35.910621713 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:35.913940336 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:36.914088071 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:36.916404119 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:37.916545694 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:37.918959252 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:38.919098926 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:38.921394225 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:39.921538300 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:39.923886038 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:40.924063473 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:40.926435541 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:41.926581395 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:41.928938684 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:42.929073918 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:42.931442376 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:43.931587771 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:43.934042009 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:44.934176634 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:44.936501532 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:45.936620737 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:45.938918765 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:46.939052820 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:46.941408408 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:47.941540083 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:47.943882951 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:48.944017116 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:48.946332354 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:49.946460489 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:49.948833977 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:50.948972202 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:50.951316300 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:51.951448495 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:51.953850573 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:52.953974788 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:52.956415396 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:53.956543080 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:53.958860879 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:54.958991784 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:54.961296892 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:55.961422117 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:55.963872715 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:56.963994599 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:56.966371988 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:57.966491262 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:57.968799371 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank6]:[W510 04:55:58.968919666 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37394, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x151efd382fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x151f415106d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x151f4150f1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x151efe5f1eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x15203da5b164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15204e4cd19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15204e552100 in /lib64/libc.so.6) + +[rank6]:[W510 04:55:58.971258594 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 6] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank6]:[W510 05:02:26.542989124 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,175) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,175) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_6_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_6_log.out new file mode 100644 index 0000000000000000000000000000000000000000..a7ff9928c3f473fab9a019d3de07a2ab2d546b03 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_6_log.out @@ -0,0 +1,520 @@ +submitit INFO (2026-05-09 16:57:36,008) - Starting with JobEnvironment(job_id=22606429, hostname=gcn75.local.snellius.surf.nl, local_rank=2(4), node=1(4), global_rank=6(16)) +submitit INFO (2026-05-09 16:57:36,008) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:59:04][app.vjepa.train ][main ] Initialized (rank/world-size) 6/16, tasks_per_node=4 +[INFO ][2026-05-09 16:59:04][root ][stage_datasets ] [local_rank 2/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:59:04][root ][_stage_targz_parts ] [rank 2] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:18][root ][_stage_targz_parts ] [local_rank 2] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:32][root ][_stage_targz_parts ] [local_rank 2] Extracted 4/26 parts +[INFO ][2026-05-09 16:59:47][root ][_stage_targz_parts ] [local_rank 2] Extracted 6/26 parts +[INFO ][2026-05-09 17:00:01][root ][_stage_targz_parts ] [local_rank 2] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:15][root ][_stage_targz_parts ] [local_rank 2] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:29][root ][_stage_targz_parts ] [local_rank 2] Extracted 12/26 parts +[INFO ][2026-05-09 17:00:43][root ][_stage_targz_parts ] [local_rank 2] Extracted 14/26 parts +[INFO ][2026-05-09 17:00:57][root ][_stage_targz_parts ] [local_rank 2] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:11][root ][_stage_targz_parts ] [local_rank 2] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:25][root ][_stage_targz_parts ] [local_rank 2] Extracted 20/26 parts +[INFO ][2026-05-09 17:01:39][root ][_stage_targz_parts ] [local_rank 2] Extracted 22/26 parts +[INFO ][2026-05-09 17:01:53][root ][_stage_targz_parts ] [local_rank 2] Extracted 24/26 parts +[INFO ][2026-05-09 17:02:07][root ][_stage_targz_parts ] [local_rank 2] Extracted 26/26 parts +[INFO ][2026-05-09 17:02:07][root ][stage_datasets ] [local_rank 2/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:54][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:54][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:54][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:55][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:55][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:55][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:55][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:55][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:55][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:04:02][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:04:02][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 6 / 16 +[INFO ][2026-05-09 17:04:02][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:04:02][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:04:02][app.vjepa.train ][main ] Wrapping models in DDP (rank 6)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,547) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,547) - Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,547) - Not checkpointing nor requeuing since I am a slave (procid=6). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=6). +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:12,592) - Starting with JobEnvironment(job_id=22606429, hostname=gcn75.local.snellius.surf.nl, local_rank=2(4), node=1(4), global_rank=6(16)) +submitit INFO (2026-05-10 04:59:12,592) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 04:59:21][app.vjepa.train ][main ] Initialized (rank/world-size) 6/16, tasks_per_node=4 +[INFO ][2026-05-10 04:59:21][root ][stage_datasets ] [local_rank 2/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 04:59:21][root ][_stage_targz_parts ] [rank 2] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 04:59:35][root ][_stage_targz_parts ] [local_rank 2] Extracted 2/26 parts +[INFO ][2026-05-10 04:59:49][root ][_stage_targz_parts ] [local_rank 2] Extracted 4/26 parts +[INFO ][2026-05-10 05:00:03][root ][_stage_targz_parts ] [local_rank 2] Extracted 6/26 parts +[INFO ][2026-05-10 05:00:18][root ][_stage_targz_parts ] [local_rank 2] Extracted 8/26 parts +[INFO ][2026-05-10 05:00:32][root ][_stage_targz_parts ] [local_rank 2] Extracted 10/26 parts +[INFO ][2026-05-10 05:00:46][root ][_stage_targz_parts ] [local_rank 2] Extracted 12/26 parts +[INFO ][2026-05-10 05:01:00][root ][_stage_targz_parts ] [local_rank 2] Extracted 14/26 parts +[INFO ][2026-05-10 05:01:14][root ][_stage_targz_parts ] [local_rank 2] Extracted 16/26 parts +[INFO ][2026-05-10 05:01:28][root ][_stage_targz_parts ] [local_rank 2] Extracted 18/26 parts +[INFO ][2026-05-10 05:01:43][root ][_stage_targz_parts ] [local_rank 2] Extracted 20/26 parts +[INFO ][2026-05-10 05:01:57][root ][_stage_targz_parts ] [local_rank 2] Extracted 22/26 parts +[INFO ][2026-05-10 05:02:11][root ][_stage_targz_parts ] [local_rank 2] Extracted 24/26 parts +[INFO ][2026-05-10 05:02:26][root ][_stage_targz_parts ] [local_rank 2] Extracted 26/26 parts +[INFO ][2026-05-10 05:02:26][root ][stage_datasets ] [local_rank 2/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:04:47][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:04:53][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 6 / 16 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] Wrapping models in DDP (rank 6)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,175) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,175) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_7_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_7_log.err new file mode 100644 index 0000000000000000000000000000000000000000..04c6cca1618d0972ce53c3da2e98007bb258ff70 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_7_log.err @@ -0,0 +1,294 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank7]:[W509 17:01:56.471144805 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,543) - Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,543) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,543) - Bypassing signal SIGCONT +[rank7]:[W510 04:55:34.749079484 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x15387d1fe25d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x15387d1fc1f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:34.751641581 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank7]:[W510 04:55:35.751792881 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:35.755100684 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:36.755243829 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:36.757575487 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:37.757711282 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:37.760119900 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:38.760273344 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:38.762624323 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:39.762738888 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:39.765148635 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:40.765290980 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:40.767737228 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:41.767878953 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:41.770168621 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:42.770310826 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:42.772608834 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:43.772749809 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:43.775102897 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:44.775237512 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:44.777523061 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:45.777663945 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:45.779967934 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:46.780095229 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:46.782484217 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:47.782613611 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:47.784904940 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:48.785051925 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:48.787434093 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:49.787587847 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:49.789997885 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:50.790137880 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:50.792445579 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:51.792581273 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:51.794899452 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:52.795035616 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:52.797427504 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:53.797548239 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:53.799791458 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:54.799918393 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:54.802176092 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:55.802299016 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:55.804721724 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:56.804847399 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:56.807245827 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:57.807384162 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:57.809672680 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank7]:[W510 04:55:58.809825785 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=3, addr=[gcn75.local.snellius.surf.nl]:37388, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x15383906ffdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x15387d1fd6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x15387d1fc1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x15383a2deeec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x153979748164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x15398a1ba19a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x15398a23f100 in /lib64/libc.so.6) + +[rank7]:[W510 04:55:58.812226163 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 7] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank7]:[W510 05:02:19.040885243 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,163) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,163) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_7_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_7_log.out new file mode 100644 index 0000000000000000000000000000000000000000..1fd2de8efb972d4b6fc1b75606d594b8f4abba43 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_7_log.out @@ -0,0 +1,520 @@ +submitit INFO (2026-05-09 16:57:36,008) - Starting with JobEnvironment(job_id=22606429, hostname=gcn75.local.snellius.surf.nl, local_rank=3(4), node=1(4), global_rank=7(16)) +submitit INFO (2026-05-09 16:57:36,008) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:58:12][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:58:57][app.vjepa.train ][main ] Initialized (rank/world-size) 7/16, tasks_per_node=4 +[INFO ][2026-05-09 16:58:58][root ][stage_datasets ] [local_rank 3/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:58:58][root ][_stage_targz_parts ] [rank 3] Extracting 25/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:13][root ][_stage_targz_parts ] [local_rank 3] Extracted 2/25 parts +[INFO ][2026-05-09 16:59:27][root ][_stage_targz_parts ] [local_rank 3] Extracted 4/25 parts +[INFO ][2026-05-09 16:59:41][root ][_stage_targz_parts ] [local_rank 3] Extracted 6/25 parts +[INFO ][2026-05-09 16:59:55][root ][_stage_targz_parts ] [local_rank 3] Extracted 8/25 parts +[INFO ][2026-05-09 17:00:10][root ][_stage_targz_parts ] [local_rank 3] Extracted 10/25 parts +[INFO ][2026-05-09 17:00:24][root ][_stage_targz_parts ] [local_rank 3] Extracted 12/25 parts +[INFO ][2026-05-09 17:00:38][root ][_stage_targz_parts ] [local_rank 3] Extracted 14/25 parts +[INFO ][2026-05-09 17:00:52][root ][_stage_targz_parts ] [local_rank 3] Extracted 16/25 parts +[INFO ][2026-05-09 17:01:06][root ][_stage_targz_parts ] [local_rank 3] Extracted 18/25 parts +[INFO ][2026-05-09 17:01:20][root ][_stage_targz_parts ] [local_rank 3] Extracted 20/25 parts +[INFO ][2026-05-09 17:01:34][root ][_stage_targz_parts ] [local_rank 3] Extracted 22/25 parts +[INFO ][2026-05-09 17:01:48][root ][_stage_targz_parts ] [local_rank 3] Extracted 24/25 parts +[INFO ][2026-05-09 17:01:55][root ][_stage_targz_parts ] [local_rank 3] Extracted 25/25 parts +[INFO ][2026-05-09 17:01:55][root ][stage_datasets ] [local_rank 3/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:51][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:04:02][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:04:02][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 7 / 16 +[INFO ][2026-05-09 17:04:02][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:04:02][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:04:02][app.vjepa.train ][main ] Wrapping models in DDP (rank 7)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,542) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,543) - Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn75.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,543) - Not checkpointing nor requeuing since I am a slave (procid=7). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=7). +submitit WARNING (2026-05-10 04:55:29,543) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,543) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:12,592) - Starting with JobEnvironment(job_id=22606429, hostname=gcn75.local.snellius.surf.nl, local_rank=3(4), node=1(4), global_rank=7(16)) +submitit INFO (2026-05-10 04:59:12,592) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 04:59:20][app.vjepa.train ][main ] Initialized (rank/world-size) 7/16, tasks_per_node=4 +[INFO ][2026-05-10 04:59:20][root ][stage_datasets ] [local_rank 3/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 04:59:20][root ][_stage_targz_parts ] [rank 3] Extracting 25/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 04:59:34][root ][_stage_targz_parts ] [local_rank 3] Extracted 2/25 parts +[INFO ][2026-05-10 04:59:48][root ][_stage_targz_parts ] [local_rank 3] Extracted 4/25 parts +[INFO ][2026-05-10 05:00:03][root ][_stage_targz_parts ] [local_rank 3] Extracted 6/25 parts +[INFO ][2026-05-10 05:00:17][root ][_stage_targz_parts ] [local_rank 3] Extracted 8/25 parts +[INFO ][2026-05-10 05:00:32][root ][_stage_targz_parts ] [local_rank 3] Extracted 10/25 parts +[INFO ][2026-05-10 05:00:46][root ][_stage_targz_parts ] [local_rank 3] Extracted 12/25 parts +[INFO ][2026-05-10 05:01:00][root ][_stage_targz_parts ] [local_rank 3] Extracted 14/25 parts +[INFO ][2026-05-10 05:01:14][root ][_stage_targz_parts ] [local_rank 3] Extracted 16/25 parts +[INFO ][2026-05-10 05:01:28][root ][_stage_targz_parts ] [local_rank 3] Extracted 18/25 parts +[INFO ][2026-05-10 05:01:43][root ][_stage_targz_parts ] [local_rank 3] Extracted 20/25 parts +[INFO ][2026-05-10 05:01:58][root ][_stage_targz_parts ] [local_rank 3] Extracted 22/25 parts +[INFO ][2026-05-10 05:02:12][root ][_stage_targz_parts ] [local_rank 3] Extracted 24/25 parts +[INFO ][2026-05-10 05:02:19][root ][_stage_targz_parts ] [local_rank 3] Extracted 25/25 parts +[INFO ][2026-05-10 05:02:19][root ][stage_datasets ] [local_rank 3/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:04:47][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:04:53][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 7 / 16 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] Wrapping models in DDP (rank 7)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,163) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,163) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_8_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_8_log.err new file mode 100644 index 0000000000000000000000000000000000000000..ee6d9146e73b3322347aa7d59b6e0de08a1f8b75 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_8_log.err @@ -0,0 +1,314 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank8]:[W509 17:03:29.608991782 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,447) - Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,448) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,620) - Bypassing signal SIGCONT +[rank8]:[W510 04:55:34.500204443 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x14957a49d25d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x14957a49b1f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:34.549990331 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank8]:[W510 04:55:35.550185793 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:35.553259190 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:36.553438413 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:36.555763293 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:37.555912485 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:37.558290125 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:38.558436348 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:38.560707738 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:39.560865901 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:39.563225971 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:40.563408863 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:40.565876372 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:41.566039885 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:41.568277555 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:42.568427568 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:42.570726958 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:43.570877211 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:43.573243871 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:44.573416183 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:44.575774603 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:45.575927636 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:45.578130246 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:46.578285089 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:46.580703459 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:47.580861191 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:47.583169921 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:48.583322004 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:48.585552464 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:49.585710017 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:49.588082377 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:50.588251499 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:50.590547660 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:51.590725782 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:51.593010212 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:52.593171585 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:52.595552805 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:53.595696237 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:53.597939848 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:54.598100200 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:54.600385121 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:55.600528423 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:55.602867203 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:56.603014956 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:56.605250256 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:57.605396319 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:57.607639279 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank8]:[W510 04:55:58.607800162 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:38552, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x14953630efdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x14957a49c6d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x14957a49b1cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x14953757deec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x149676ae7164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x14968755919a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x1496875de100 in /lib64/libc.so.6) + +[rank8]:[W510 04:55:58.610154832 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 8] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[2026-05-10T04:56:01.587] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:01.587] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +[2026-05-10T04:56:03.239] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T04:56:03.241] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:03.241] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +[2026-05-10T04:56:04.880] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T04:56:04.882] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:04.882] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +[2026-05-10T04:56:05.021] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T04:56:05.021] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR6KX9EK00): No such file or directory +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank8]:[W510 05:03:21.565247986 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,152) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,152) - Bypassing signal SIGCONT +[2026-05-10T09:27:03.751] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:03.752] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:05.396] error: Failed to send MESSAGE_TASK_EXIT: Connection refused +[2026-05-10T09:27:05.857] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:05.857] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:05.997] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:05.997] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory +[2026-05-10T09:27:06.036] error: namespace_p_join: open failed for /slurm/22606429/.ns: No such file or directory +[2026-05-10T09:27:06.036] error: namespace_g_join(JobId=22606429 SLUID=s8FXKR7X2B6T00): No such file or directory diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_8_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_8_log.out new file mode 100644 index 0000000000000000000000000000000000000000..62d63c80a9a98ba4ba8a99570a59186bcd5fda84 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_8_log.out @@ -0,0 +1,530 @@ +submitit INFO (2026-05-09 16:57:34,481) - Starting with JobEnvironment(job_id=22606429, hostname=gcn76.local.snellius.surf.nl, local_rank=0(4), node=2(4), global_rank=8(16)) +submitit INFO (2026-05-09 16:57:34,481) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:59:28][app.vjepa.train ][main ] Initialized (rank/world-size) 8/16, tasks_per_node=4 +[INFO ][2026-05-09 16:59:28][root ][stage_datasets ] [local_rank 0/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:59:28][root ][_stage_targz_parts ] [rank 0] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:42][root ][_stage_targz_parts ] [local_rank 0] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:56][root ][_stage_targz_parts ] [local_rank 0] Extracted 4/26 parts +[INFO ][2026-05-09 17:00:10][root ][_stage_targz_parts ] [local_rank 0] Extracted 6/26 parts +[INFO ][2026-05-09 17:00:24][root ][_stage_targz_parts ] [local_rank 0] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:38][root ][_stage_targz_parts ] [local_rank 0] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:53][root ][_stage_targz_parts ] [local_rank 0] Extracted 12/26 parts +[INFO ][2026-05-09 17:01:07][root ][_stage_targz_parts ] [local_rank 0] Extracted 14/26 parts +[INFO ][2026-05-09 17:01:22][root ][_stage_targz_parts ] [local_rank 0] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:36][root ][_stage_targz_parts ] [local_rank 0] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:50][root ][_stage_targz_parts ] [local_rank 0] Extracted 20/26 parts +[INFO ][2026-05-09 17:02:04][root ][_stage_targz_parts ] [local_rank 0] Extracted 22/26 parts +[INFO ][2026-05-09 17:02:18][root ][_stage_targz_parts ] [local_rank 0] Extracted 24/26 parts +[INFO ][2026-05-09 17:02:32][root ][_stage_targz_parts ] [local_rank 0] Extracted 26/26 parts +[INFO ][2026-05-09 17:02:32][root ][stage_datasets ] [local_rank 0/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:02:33][root ][_stage_multipart_tar ] [rank 0] Extracting multipart tar (2 files) to /scratch-node/dcanez.22606429/ssv2 +[INFO ][2026-05-09 17:03:30][root ][stage_datasets ] Data staging completed in 242.3s (4.0min) +[INFO ][2026-05-09 17:03:30][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/kinetics_240/train.csv (239789 entries) +[INFO ][2026-05-09 17:03:31][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/ssv2/train.csv (168913 entries) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:50][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:04:04][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:04:04][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 8 / 16 +[INFO ][2026-05-09 17:04:04][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:04:04][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:04:04][app.vjepa.train ][main ] Wrapping models in DDP (rank 8)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,447) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,447) - Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,448) - Not checkpointing nor requeuing since I am a slave (procid=8). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=8). +submitit WARNING (2026-05-10 04:55:29,448) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,620) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:12,611) - Starting with JobEnvironment(job_id=22606429, hostname=gcn76.local.snellius.surf.nl, local_rank=0(4), node=2(4), global_rank=8(16)) +submitit INFO (2026-05-10 04:59:12,611) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 04:59:21][app.vjepa.train ][main ] Initialized (rank/world-size) 8/16, tasks_per_node=4 +[INFO ][2026-05-10 04:59:21][root ][stage_datasets ] [local_rank 0/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 04:59:21][root ][_stage_targz_parts ] [rank 0] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 04:59:36][root ][_stage_targz_parts ] [local_rank 0] Extracted 2/26 parts +[INFO ][2026-05-10 04:59:50][root ][_stage_targz_parts ] [local_rank 0] Extracted 4/26 parts +[INFO ][2026-05-10 05:00:04][root ][_stage_targz_parts ] [local_rank 0] Extracted 6/26 parts +[INFO ][2026-05-10 05:00:18][root ][_stage_targz_parts ] [local_rank 0] Extracted 8/26 parts +[INFO ][2026-05-10 05:00:32][root ][_stage_targz_parts ] [local_rank 0] Extracted 10/26 parts +[INFO ][2026-05-10 05:00:46][root ][_stage_targz_parts ] [local_rank 0] Extracted 12/26 parts +[INFO ][2026-05-10 05:01:00][root ][_stage_targz_parts ] [local_rank 0] Extracted 14/26 parts +[INFO ][2026-05-10 05:01:15][root ][_stage_targz_parts ] [local_rank 0] Extracted 16/26 parts +[INFO ][2026-05-10 05:01:29][root ][_stage_targz_parts ] [local_rank 0] Extracted 18/26 parts +[INFO ][2026-05-10 05:01:43][root ][_stage_targz_parts ] [local_rank 0] Extracted 20/26 parts +[INFO ][2026-05-10 05:01:57][root ][_stage_targz_parts ] [local_rank 0] Extracted 22/26 parts +[INFO ][2026-05-10 05:02:12][root ][_stage_targz_parts ] [local_rank 0] Extracted 24/26 parts +[INFO ][2026-05-10 05:02:26][root ][_stage_targz_parts ] [local_rank 0] Extracted 26/26 parts +[INFO ][2026-05-10 05:02:26][root ][stage_datasets ] [local_rank 0/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:02:26][root ][_stage_multipart_tar ] [rank 0] Extracting multipart tar (2 files) to /scratch-node/dcanez.22606429/ssv2 +[INFO ][2026-05-10 05:04:32][root ][stage_datasets ] Data staging completed in 310.9s (5.2min) +[INFO ][2026-05-10 05:04:32][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/kinetics_240/train.csv (239789 entries) +[INFO ][2026-05-10 05:04:33][root ][_rewrite_csv ] Wrote local CSV: /scratch-node/dcanez.22606429/ssv2/train.csv (168913 entries) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:04:47][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:04:53][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 8 / 16 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] Wrapping models in DDP (rank 8)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,152) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,152) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_9_log.err b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_9_log.err new file mode 100644 index 0000000000000000000000000000000000000000..233abd409f1edd857c5627ba9447009d0a6b38cb --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_9_log.err @@ -0,0 +1,295 @@ +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank9]:[W509 17:02:20.584172765 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 04:55:29,391) - Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +submitit WARNING (2026-05-10 04:55:29,391) - Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[rank9]:[W510 04:55:34.969330636 TCPStore.cpp:125] [c10d] recvValue failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +Exception raised from recvBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:682 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a3325d (0x148755cb725d in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x273 (0x148755cb51f3 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:34.973070510 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Failed to recv, got 0 bytes. Connection was likely closed. Did the remote server shutdown or crash? +[rank9]:[W510 04:55:35.973233462 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:35.976656168 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:36.976801180 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:36.979071111 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:37.979232693 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:37.981565593 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:38.981707656 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:38.984105786 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:39.984253718 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:39.986471249 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:40.986614191 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:40.988969611 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:41.989130454 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:41.991462654 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:42.991615977 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:42.993879907 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:43.994064649 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:43.996358380 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:44.996511182 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:44.998874632 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:45.999045185 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:45.001380155 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:46.001525157 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:46.003848987 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:47.003988370 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:47.006464820 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:48.006601732 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:48.009010512 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:49.009163655 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:49.011377475 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:50.011541838 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:50.014022677 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:51.014161580 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:51.016431400 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:52.016587733 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:52.018958332 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:53.019102525 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:53.021450415 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:54.021593698 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:54.023853568 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:55.023980671 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:55.026125862 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:56.026261284 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:56.028668174 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:57.028815727 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:57.031160617 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +[rank9]:[W510 04:55:58.031306689 TCPStore.cpp:106] [c10d] sendBytes failed on SocketImpl(fd=4, addr=[gcn76.local.snellius.surf.nl]:37972, remote=[gcn74.local.snellius.surf.nl]:37129): Broken pipe +Exception raised from sendBytes at /pytorch/torch/csrc/distributed/c10d/Utils.hpp:653 (most recent call first): +frame #0: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string, std::allocator >) + 0x9d (0x148711b28fdd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libc10.so) +frame #1: + 0x6a326d1 (0x148755cb66d1 in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #2: c10d::TCPStore::check(std::vector, std::allocator >, std::allocator, std::allocator > > > const&) + 0x24d (0x148755cb51cd in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cpu.so) +frame #3: c10d::ProcessGroupNCCL::HeartbeatMonitor::runLoop() + 0x44c (0x148712d97eec in /scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/torch/lib/libtorch_cuda.so) +frame #4: + 0xed164 (0x148852301164 in /sw/arch/RHEL9/EB_production/2025/software/GCCcore/14.2.0/lib64/libstdc++.so.6) +frame #5: + 0x8a19a (0x148862d7319a in /lib64/libc.so.6) +frame #6: + 0x10f100 (0x148862df8100 in /lib64/libc.so.6) + +[rank9]:[W510 04:55:58.033582660 ProcessGroupNCCL.cpp:1802] [PG ID 0 PG GUID 0(default_pg) Rank 9] Failed to check the "should dump" flag on TCPStore, (maybe TCPStore server has shut down too early), with error: Broken pipe +/scratch-shared/dcanez/.cache/uv5/virtualenvs/vd/lib/python3.13/site-packages/timm/models/layers/__init__.py:49: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers + warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) +[rank9]:[W510 05:02:23.167011408 ProcessGroupNCCL.cpp:5138] Guessing device ID based on global rank. This can cause a hang if rank to GPU mapping is heterogeneous. You can specify device_id in init_process_group() +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/utils.py:794: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. + scaler = torch.cuda.amp.GradScaler() if mixed_precision else None +/gpfs/scratch1/shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/code/app/vjepa/train.py:955: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. + with torch.cuda.amp.autocast(dtype=dtype, enabled=mixed_precision): +submitit WARNING (2026-05-10 09:26:31,151) - Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,151) - Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_9_log.out b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_9_log.out new file mode 100644 index 0000000000000000000000000000000000000000..96f94d5c8472c0924ab45339eb3768cabff5e659 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_9_log.out @@ -0,0 +1,522 @@ +submitit INFO (2026-05-09 16:57:34,481) - Starting with JobEnvironment(job_id=22606429, hostname=gcn76.local.snellius.surf.nl, local_rank=1(4), node=2(4), global_rank=9(16)) +submitit INFO (2026-05-09 16:57:34,481) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-09 16:57:51][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-09 16:59:18][app.vjepa.train ][main ] Initialized (rank/world-size) 9/16, tasks_per_node=4 +[INFO ][2026-05-09 16:59:18][root ][stage_datasets ] [local_rank 1/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-09 16:59:18][root ][_stage_targz_parts ] [rank 1] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-09 16:59:30][root ][_stage_targz_parts ] [local_rank 1] Extracted 2/26 parts +[INFO ][2026-05-09 16:59:44][root ][_stage_targz_parts ] [local_rank 1] Extracted 4/26 parts +[INFO ][2026-05-09 16:59:58][root ][_stage_targz_parts ] [local_rank 1] Extracted 6/26 parts +[INFO ][2026-05-09 17:00:12][root ][_stage_targz_parts ] [local_rank 1] Extracted 8/26 parts +[INFO ][2026-05-09 17:00:26][root ][_stage_targz_parts ] [local_rank 1] Extracted 10/26 parts +[INFO ][2026-05-09 17:00:41][root ][_stage_targz_parts ] [local_rank 1] Extracted 12/26 parts +[INFO ][2026-05-09 17:00:54][root ][_stage_targz_parts ] [local_rank 1] Extracted 14/26 parts +[INFO ][2026-05-09 17:01:08][root ][_stage_targz_parts ] [local_rank 1] Extracted 16/26 parts +[INFO ][2026-05-09 17:01:22][root ][_stage_targz_parts ] [local_rank 1] Extracted 18/26 parts +[INFO ][2026-05-09 17:01:37][root ][_stage_targz_parts ] [local_rank 1] Extracted 20/26 parts +[INFO ][2026-05-09 17:01:51][root ][_stage_targz_parts ] [local_rank 1] Extracted 22/26 parts +[INFO ][2026-05-09 17:02:05][root ][_stage_targz_parts ] [local_rank 1] Extracted 24/26 parts +[INFO ][2026-05-09 17:02:20][root ][_stage_targz_parts ] [local_rank 1] Extracted 26/26 parts +[INFO ][2026-05-09 17:02:20][root ][stage_datasets ] [local_rank 1/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-09 17:03:31][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-09 17:03:49][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-09 17:03:53][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-09 17:03:53][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-09 17:04:03][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-09 17:04:03][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 9 / 16 +[INFO ][2026-05-09 17:04:03][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-09 17:04:03][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-09 17:04:03][app.vjepa.train ][main ] Wrapping models in DDP (rank 9)... +[INFO ][2026-05-09 17:05:26][app.vjepa.train ][main ] Initializing loader... +submitit INFO (2026-05-10 04:55:29,390) - Job has timed out. Ran 718 minutes out of requested 720 minutes. +[INFO ][2026-05-10 04:55:29][submitit ][has_timed_out ] Job has timed out. Ran 718 minutes out of requested 720 minutes. +submitit WARNING (2026-05-10 04:55:29,391) - Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +[WARNING ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Caught signal SIGUSR2 on gcn76.local.snellius.surf.nl: this job is timed-out. +submitit INFO (2026-05-10 04:55:29,391) - Not checkpointing nor requeuing since I am a slave (procid=9). +[INFO ][2026-05-10 04:55:29][submitit ][checkpoint_and_try_requeue] Not checkpointing nor requeuing since I am a slave (procid=9). +submitit WARNING (2026-05-10 04:55:29,391) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 04:55:29,547) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 04:55:29][submitit ][bypass ] Bypassing signal SIGCONT +submitit INFO (2026-05-10 04:59:12,611) - Starting with JobEnvironment(job_id=22606429, hostname=gcn76.local.snellius.surf.nl, local_rank=1(4), node=2(4), global_rank=9(16)) +submitit INFO (2026-05-10 04:59:12,611) - Loading pickle: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/job_22606429/22606429_submitted.pkl +INFO:root:loaded pretrain params... +{ 'app': 'vjepa', + 'cpus_per_task': 16, + 'data': { 'batch_size': 64, + 'crop_size': 224, + 'dataset_fpcs': [16, 16], + 'dataset_type': 'VideoDataset', + 'datasets': [ '/scratch-shared/dcanez/data/kinetics/k400/train.csv', + '/scratch-shared/dcanez/data/ssv2/train.csv'], + 'datasets_weights': [0.65, 0.35], + 'fps': 4, + 'num_workers': 10, + 'patch_size': 14, + 'persistent_workers': True, + 'pin_mem': True, + 'stage': [ { 'dest': 'kinetics_240', + 'format': 'targz_parts', + 'src': '/scratch-shared/dcanez/data/kinetics/k400/tars_240/'}, + { 'dest': 'ssv2', + 'format': 'multipart_tar', + 'src': '/scratch-nvme/ml-datasets/something-something-v2/'}], + 'tubelet_size': 1}, + 'data_aug': { 'auto_augment': False, + 'motion_shift': False, + 'random_resize_aspect_ratio': [0.75, 1.35], + 'random_resize_scale': [0.3, 1.0], + 'reprob': 0.0}, + 'folder': '/scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m', + 'loss': {'loss_exp': 1.0}, + 'mask': [ { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 8, + 'spatial_scale': [0.15, 0.15], + 'temporal_scale': [1.0, 1.0]}, + { 'aspect_ratio': [0.75, 1.5], + 'full_complement': False, + 'max_keep': None, + 'max_temporal_keep': 1.0, + 'num_blocks': 2, + 'spatial_scale': [0.7, 0.7], + 'temporal_scale': [1.0, 1.0]}], + 'mem_per_gpu': '180G', + 'meta': { 'dtype': 'bfloat16', + 'knn_eval_epoch0': False, + 'knn_eval_freq': 5, + 'knn_eval_presets': [ { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv', + 'dataset_val': '/scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv', + 'eval_videos_per_class': 25, + 'num_workers': 8, + 'train_videos_per_class': 100}, + 'preset': 'ucf101'}, + { 'config': { 'batch_size': 64, + 'dataset_train': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv', + 'dataset_val': '/scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv', + 'eval_videos_per_class': 100, + 'linear_probe': True, + 'num_workers': 8, + 'pool_type': 'temporal_concat', + 'train_videos_per_class': 500}, + 'preset': 'ssv2_coarse10'}], + 'load_checkpoint': True, + 'read_checkpoint': None, + 'save_every_freq': 5, + 'seed': 239, + 'use_sdpa': True, + 'use_wandb': True, + 'wandb_project': 'vjepa_ablation'}, + 'metrics': {'sigreg': {}, 'std': {}}, + 'model': { 'class_token': False, + 'freeze_backbone': True, + 'is_causal': False, + 'lora_alpha': 16, + 'lora_rank': 8, + 'lora_targets': ['attn.qkv', 'attn.proj'], + 'model_name': 'vit_large_patch14_capi_lvd1689m', + 'num_reg_tokens': 16, + 'pred_depth': 6, + 'pred_embed_dim': 384, + 'pred_num_heads': 12, + 'rope_type': 'capi2d', + 'stem_type': '2d', + 'target_kind': 'ema', + 'uniform_power': True, + 'use_activation_checkpointing': True, + 'use_lora': True, + 'use_mask_tokens': True, + 'use_rope': True, + 'use_sdpa': True, + 'zero_init_mask_tokens': True}, + 'nodes': 4, + 'optimization': { 'ema': [0.99925, 0.99925], + 'epochs': 100, + 'final_lr': 0.0001, + 'final_weight_decay': 0.04, + 'ipe': 300, + 'ipe_scale': 1.0, + 'lr': 0.0005, + 'start_lr': 0.0001, + 'warmup': 10, + 'weight_decay': 0.04}, + 'tasks_per_node': 4} +INFO:root:Running pre-training of app: vjepa +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] which_dtype='bfloat16' +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] Disabling persistent_workers (incompatible with KNN eval) +[INFO ][2026-05-10 04:59:17][app.vjepa.train ][main ] NCCL_SOCKET_IFNAME=eno +[INFO ][2026-05-10 04:59:21][app.vjepa.train ][main ] Initialized (rank/world-size) 9/16, tasks_per_node=4 +[INFO ][2026-05-10 04:59:21][root ][stage_datasets ] [local_rank 1/4] Staging kinetics_240 (targz_parts) +[INFO ][2026-05-10 04:59:21][root ][_stage_targz_parts ] [rank 1] Extracting 26/103 tar.gz parts to /scratch-node/dcanez.22606429/kinetics_240 +[INFO ][2026-05-10 04:59:33][root ][_stage_targz_parts ] [local_rank 1] Extracted 2/26 parts +[INFO ][2026-05-10 04:59:47][root ][_stage_targz_parts ] [local_rank 1] Extracted 4/26 parts +[INFO ][2026-05-10 05:00:01][root ][_stage_targz_parts ] [local_rank 1] Extracted 6/26 parts +[INFO ][2026-05-10 05:00:15][root ][_stage_targz_parts ] [local_rank 1] Extracted 8/26 parts +[INFO ][2026-05-10 05:00:30][root ][_stage_targz_parts ] [local_rank 1] Extracted 10/26 parts +[INFO ][2026-05-10 05:00:44][root ][_stage_targz_parts ] [local_rank 1] Extracted 12/26 parts +[INFO ][2026-05-10 05:00:58][root ][_stage_targz_parts ] [local_rank 1] Extracted 14/26 parts +[INFO ][2026-05-10 05:01:11][root ][_stage_targz_parts ] [local_rank 1] Extracted 16/26 parts +[INFO ][2026-05-10 05:01:26][root ][_stage_targz_parts ] [local_rank 1] Extracted 18/26 parts +[INFO ][2026-05-10 05:01:40][root ][_stage_targz_parts ] [local_rank 1] Extracted 20/26 parts +[INFO ][2026-05-10 05:01:55][root ][_stage_targz_parts ] [local_rank 1] Extracted 22/26 parts +[INFO ][2026-05-10 05:02:09][root ][_stage_targz_parts ] [local_rank 1] Extracted 24/26 parts +[INFO ][2026-05-10 05:02:23][root ][_stage_targz_parts ] [local_rank 1] Extracted 26/26 parts +[INFO ][2026-05-10 05:02:23][root ][stage_datasets ] [local_rank 1/4] Staging ssv2 (multipart_tar) +[INFO ][2026-05-10 05:04:33][app.vjepa.train ][main ] Staged datasets: ['/scratch-node/dcanez.22606429/kinetics_240/train.csv', '/scratch-node/dcanez.22606429/ssv2/train.csv'] +[INFO ][2026-05-10 05:04:47][experiments.stmodels.vision_transformers_v3][vit_large_patch14_capi_lvd1689m] Loading pretrained weights for vit_large_patch14_capi_lvd1689m from https://dl.fbaipublicfiles.com/capi/capi_vitl14_lvd.pth +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA applied: 48 modules replaced (rank=8, alpha=16, dropout=0.0, targets=['attn.qkv', 'attn.proj'], scope=blocks) +[INFO ][2026-05-10 05:04:51][experiments.stmodels.lora][apply_lora_to_blocks ] LoRA trainable params: 1,179,648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] VJEPAPredictorMultiSeqWrapper( + (backbone): VisionTransformerPredictor( + (predictor_embed): Linear(in_features=1024, out_features=384, bias=True) + (mask_tokens): ParameterList( + (0): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (1): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (2): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + (3): Parameter containing: [torch.float32 of size 1x1x384 (cuda:0)] + ) + (predictor_blocks): ModuleList( + (0-5): 6 x Block( + (norm1): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (attn): RoPEAttention( + (qkv): Linear(in_features=384, out_features=1152, bias=True) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): Linear(in_features=384, out_features=384, bias=True) + (proj_drop): Dropout(p=0.0, inplace=False) + ) + (drop_path): Identity() + (norm2): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (mlp): MLP( + (fc1): Linear(in_features=384, out_features=1536, bias=True) + (act): GELU(approximate='none') + (fc2): Linear(in_features=1536, out_features=384, bias=True) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (predictor_norm): LayerNorm((384,), eps=1e-06, elementwise_affine=True) + (predictor_proj): Linear(in_features=384, out_features=1024, bias=True) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] ViTMultiSeqWrapper( + (backbone): VisionTransformer( + (patch_embed): PatchEmbed3D( + (proj): Conv3d(3, 1024, kernel_size=(1, 14, 14), stride=(1, 14, 14)) + ) + (rope): CAPI2DRoPE() + (blocks): ModuleList( + (0-23): 24 x Block( + (norm1): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (rope_impl): CAPI2DRoPE() + (norm2): RMSNorm((1024,), eps=1e-05, elementwise_affine=True) + (drop_path1): Identity() + (drop_path2): Identity() + (attn): Attention( + (qkv): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=3072, bias=False) + (lora_dropout): Identity() + ) + (attn_drop): Dropout(p=0.0, inplace=False) + (proj): LoRALinear( + (lora_A): Linear(in_features=1024, out_features=8, bias=False) + (lora_B): Linear(in_features=8, out_features=1024, bias=False) + (lora_dropout): Identity() + ) + (proj_drop): Dropout(p=0.0, inplace=False) + (rope_impl): CAPI2DRoPE() + ) + (mlp): MLP( + (fc1): Linear(in_features=1024, out_features=4096, bias=False) + (act): GELU(approximate='none') + (fc2): Linear(in_features=4096, out_features=1024, bias=False) + (drop): Dropout(p=0.0, inplace=False) + ) + ) + ) + (norm): RMSNorm((1024,), eps=1e-05, elementwise_affine=False) + ) +) +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Predictor number of parameters: 11436928 +[INFO ][2026-05-10 05:04:52][root ][init_video_model ] Target encoder number of parameters: 1179648 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset dataset created +[INFO ][2026-05-10 05:04:53][WeightedSampler ][__init__ ] Using DistributedWeightedSampler with rank 9 / 16 +[INFO ][2026-05-10 05:04:53][root ][make_videodataset ] VideoDataset unsupervised data loader created +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] iterations per epoch/dataset length: 300/399 +[INFO ][2026-05-10 05:04:53][app.vjepa.train ][main ] Wrapping models in DDP (rank 9)... +[INFO ][2026-05-10 05:06:08][root ][load_checkpoint ] Loading checkpoint from /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained predictor from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded pretrained target encoder from epoch 33 with msg: +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] loaded optimizers from epoch 33 +[INFO ][2026-05-10 05:06:09][root ][load_checkpoint ] read-path: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt +[INFO ][2026-05-10 05:06:09][app.vjepa.train ][main ] Initializing loader... +submitit WARNING (2026-05-10 09:26:31,151) - Bypassing signal SIGTERM +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGTERM +submitit WARNING (2026-05-10 09:26:31,151) - Bypassing signal SIGCONT +[WARNING ][2026-05-10 09:26:31][submitit ][bypass ] Bypassing signal SIGCONT diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt b/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt new file mode 100644 index 0000000000000000000000000000000000000000..75953255b9f5ceeccc13968f36880121afc05595 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/latest.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fd4faecc49808185455a3d5d603607efad5ceb715685eef6f482cf66a60053bd +size 2577781895 diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/log_r0.csv 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+46,35,0.52976,3847,3836,0 +46,36,0.52582,3961,3950,0 +46,37,0.52431,4084,4072,0 +46,38,0.53465,3938,3927,0 +46,39,0.52782,3910,3899,0 +46,40,0.53006,4172,4161,0 +46,41,0.53678,3776,3765,0 +46,42,0.52850,4015,4003,0 +46,43,0.52740,4015,4003,0 +46,44,0.52993,3996,3984,0 +46,45,0.53402,3966,3955,0 diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/params-pretrain.yaml b/vjepa/inflated/d003_lora_ema_capilvd1689m/params-pretrain.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7001ba189492d3ebcab95c4da2bd02893a65fb66 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/params-pretrain.yaml @@ -0,0 +1,141 @@ +- app: vjepa + cpus_per_task: 16 + data: + batch_size: 64 + crop_size: 224 + dataset_fpcs: + - 16 + - 16 + dataset_type: VideoDataset + datasets: + - /scratch-shared/dcanez/data/kinetics/k400/train.csv + - /scratch-shared/dcanez/data/ssv2/train.csv + datasets_weights: + - 0.65 + - 0.35 + fps: 4 + num_workers: 10 + patch_size: 14 + persistent_workers: true + pin_mem: true + stage: + - dest: kinetics_240 + format: targz_parts + src: /scratch-shared/dcanez/data/kinetics/k400/tars_240/ + - dest: ssv2 + format: multipart_tar + src: /scratch-nvme/ml-datasets/something-something-v2/ + tubelet_size: 1 + data_aug: + auto_augment: false + motion_shift: false + random_resize_aspect_ratio: + - 0.75 + - 1.35 + random_resize_scale: + - 0.3 + - 1.0 + reprob: 0.0 + folder: /scratch-shared/dcanez/runs/vjepa/inflated/d003_lora_ema_capilvd1689m + loss: + loss_exp: 1.0 + mask: + - aspect_ratio: + - 0.75 + - 1.5 + full_complement: false + max_keep: null + max_temporal_keep: 1.0 + num_blocks: 8 + spatial_scale: + - 0.15 + - 0.15 + temporal_scale: + - 1.0 + - 1.0 + - aspect_ratio: + - 0.75 + - 1.5 + full_complement: false + max_keep: null + max_temporal_keep: 1.0 + num_blocks: 2 + spatial_scale: + - 0.7 + - 0.7 + temporal_scale: + - 1.0 + - 1.0 + mem_per_gpu: 180G + meta: + dtype: bfloat16 + knn_eval_epoch0: false + knn_eval_freq: 5 + knn_eval_presets: + - config: + batch_size: 64 + dataset_train: /scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/train.csv + dataset_val: /scratch-shared/mdorkenw/ucf101/ucfTrainTestlist/val.csv + eval_videos_per_class: 25 + num_workers: 8 + train_videos_per_class: 100 + preset: ucf101 + - config: + batch_size: 64 + dataset_train: /scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/train_coarse10.csv + dataset_val: /scratch-shared/mdorkenw/20bn-something-something-v2/something-something-v2-annotations/val_coarse10.csv + eval_videos_per_class: 100 + linear_probe: true + num_workers: 8 + pool_type: temporal_concat + train_videos_per_class: 500 + preset: ssv2_coarse10 + load_checkpoint: true + read_checkpoint: null + save_every_freq: 5 + seed: 239 + use_sdpa: true + use_wandb: true + wandb_project: vjepa_ablation + metrics: + sigreg: {} + std: {} + model: + class_token: false + freeze_backbone: true + is_causal: false + lora_alpha: 16 + lora_rank: 8 + lora_targets: + - attn.qkv + - attn.proj + model_name: vit_large_patch14_capi_lvd1689m + num_reg_tokens: 16 + pred_depth: 6 + pred_embed_dim: 384 + pred_num_heads: 12 + rope_type: capi2d + stem_type: 2d + target_kind: ema + uniform_power: true + use_activation_checkpointing: true + use_lora: true + use_mask_tokens: true + use_rope: true + use_sdpa: true + zero_init_mask_tokens: true + nodes: 4 + optimization: + ema: + - 0.99925 + - 0.99925 + epochs: 100 + final_lr: 0.0001 + final_weight_decay: 0.04 + ipe: 300 + ipe_scale: 1.0 + lr: 0.0005 + start_lr: 0.0001 + warmup: 10 + weight_decay: 0.04 + tasks_per_node: 4 diff --git a/vjepa/inflated/d003_lora_ema_capilvd1689m/wandb_run_id.txt b/vjepa/inflated/d003_lora_ema_capilvd1689m/wandb_run_id.txt new file mode 100644 index 0000000000000000000000000000000000000000..18c0b93c7be831b5cfc360d5b49d677e165a4561 --- /dev/null +++ b/vjepa/inflated/d003_lora_ema_capilvd1689m/wandb_run_id.txt @@ -0,0 +1 @@ +s7pbl9w1 \ No newline at end of file