2026-08-31 19:51:21,295 INFO    MainThread:2988386 [wandb_setup.py:_flush():81] Current SDK version is 0.28.1
2026-08-31 19:51:21,297 INFO    MainThread:2988386 [wandb_setup.py:_flush():81] Configure stats pid to 2988386
2026-08-31 19:51:21,297 INFO    MainThread:2988386 [wandb_setup.py:_flush():81] Loading settings from environment variables
2026-08-31 19:51:21,297 INFO    MainThread:2988386 [wandb_init.py:setup_run_log_directory():729] Logging user logs to /aifs4su/hansirui_3rd/zxiebk/scripts/PFN/TabPFN_internal/reproduce/wandb/offline-run-20260831_195121-bbri9ycy/logs/debug.log
2026-08-31 19:51:21,297 INFO    MainThread:2988386 [wandb_init.py:setup_run_log_directory():730] Logging internal logs to /aifs4su/hansirui_3rd/zxiebk/scripts/PFN/TabPFN_internal/reproduce/wandb/offline-run-20260831_195121-bbri9ycy/logs/debug-internal.log
2026-08-31 19:51:21,297 INFO    MainThread:2988386 [wandb_init.py:init():772] calling init triggers
2026-08-31 19:51:21,297 INFO    MainThread:2988386 [wandb_init.py:init():777] wandb.init called with sweep_config: {}
config: {'wandb_log': True, 'wandb_project': 'tabpfn-realft-v2', 'wandb_name': 'real_ft_official_v2', 'wandb_id': 'bbri9ycy', 'wandb_dir': None, 'wandb_mode': 'offline', 'device': 'cuda:0', 'dtype': 'float32', 'np_seed': 42, 'torch_seed': 42, 'max_steps': 40000, 'batch_size': 32, 'micro_batch_size': 32, 'lr': 1e-05, 'scheduler': 'cosine_warmup', 'warmup_proportion': 0.05, 'warmup_steps': 2000, 'gradient_clipping': 1.0, 'weight_decay': 0.01, 'cosine_num_cycles': 1, 'cosine_amplitude_decay': 1.0, 'predictor_lr_mult': 1.0, 'cosine_lr_end': 0, 'poly_decay_lr_end': 1e-07, 'poly_decay_power': 1.0, 'prior_dir': None, 'load_prior_start': 0, 'delete_after_load': False, 'real_data_dir': '/home/hansirui_3rd/zxiebk/scripts/PFN/TabPFN_internal/reproduce/data/real_pool', 'eval_data_dir': '/home/hansirui_3rd/zxiebk/scripts/PFN/TabPFN_internal/reproduce/eval_bank', 'eval_every': 5000, 'mixed_dataloader_start_alpha': 0.2, 'mixed_dataloader_end_alpha': 0.6, 'huddle_real_data': True, 'augment_real_data': False, 'batch_size_per_gp': 4, 'min_features': 5, 'max_features': 40, 'max_classes': 10, 'min_seq_len': 128, 'max_seq_len': 600, 'log_seq_len': False, 'seq_len_per_gp': False, 'min_train_size': 0.1, 'max_train_size': 0.9, 'replay_small': False, 'prior_type': 'mix_scm', 'prior_device': 'cpu', 'num_workers': 0, 'amp': True, 'model_compile': False, 'dropout': 0.0, 'use_compressor': False, 'row_compression_percentage': 0.5, 'rcp_sampling': 'none', 'pretrained_ckpt': None, 'freeze_predictor': False, 'checkpoint_dir': '/home/hansirui_3rd/zxiebk/scripts/PFN/TabPFN_internal/reproduce/ckpt/real_ft_official_v2', 'save_temp_every': 5000, 'save_perm_every': 10000, 'max_checkpoints': 5, 'checkpoint_path': None, 'only_load_model': False, 'override_lr': None, 'emsize': 192, 'features_per_group': 2, 'max_num_classes': 10, 'nhead': 6, 'remove_duplicate_features': False, 'num_buckets': 1000, 'max_num_features': 85, 'two_sets_of_queries': False, 'encoder_use_bias': False, 'feature_positional_embedding': 'subspace', 'multiquery_item_attention': False, 'nan_handling_enabled': True, 'nan_handling_y_encoder': True, 'nhid_factor': 4, 'nlayers': 12, 'normalize_by_used_features': True, 'normalize_on_train_only': True, 'normalize_to_ranking': False, 'normalize_x': True, 'recompute_attn': False, 'recompute_layer': True, 'remove_empty_features': True, 'remove_outliers': False, 'use_separate_decoder': False, 'use_flash_attention': True, 'multiquery_item_attention_for_test_set': True, 'attention_init_gain': 1.0, 'dag_pos_enc_dim': None, 'item_attention_type': 'full', 'feature_attention_type': 'full', 'seed': 0, 'overwrite_tabpfn_config': True, 'optimizer': 'adamw', '_wandb': {}}
2026-08-31 19:51:21,297 INFO    MainThread:2988386 [wandb_init.py:init():820] starting backend
2026-08-31 19:51:21,555 INFO    MainThread:2988386 [wandb_init.py:init():835] sending inform_init request
2026-08-31 19:51:21,717 INFO    MainThread:2988386 [wandb_init.py:init():840] backend started and connected
2026-08-31 19:51:21,719 INFO    MainThread:2988386 [wandb_init.py:init():910] updated telemetry
2026-08-31 19:51:21,747 INFO    MainThread:2988386 [wandb_init.py:init():933] communicating run to backend with 300.0 second timeout
2026-08-31 19:51:21,750 INFO    MainThread:2988386 [wandb_init.py:init():978] starting run threads in backend
2026-08-31 19:51:21,908 INFO    MainThread:2988386 [wandb_run.py:_console_start():2621] atexit reg
2026-08-31 19:51:21,908 INFO    MainThread:2988386 [wandb_run.py:_redirect():2471] redirect: wrap_raw
2026-08-31 19:51:21,908 INFO    MainThread:2988386 [wandb_run.py:_redirect():2540] Wrapping output streams.
2026-08-31 19:51:21,908 INFO    MainThread:2988386 [wandb_run.py:_redirect():2563] Redirects installed.
2026-08-31 19:51:21,911 INFO    MainThread:2988386 [wandb_init.py:init():1016] run started, returning control to user process
2026-09-02 08:47:44,786 INFO    wandb-AsyncioManager-main:2988386 [service_client.py:_forward_responses():122] Reached EOF.
2026-09-02 08:47:44,788 INFO    wandb-AsyncioManager-main:2988386 [mailbox.py:close():154] Closing mailbox, abandoning 0 handles.