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- .gitattributes +51 -0
- dememwm_sep_full_seq_gate_none_snr_shift_ntok8_8a100_bs4_global32_750k/checkpoints/epoch2_step265000.ckpt +3 -0
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- dememwm_sep_full_seq_gate_none_snr_shift_ntok8_8a100_bs4_global32_750k/wandb/offline-run-20260616_012306-b8rsso6u/files/media/videos/validation_vis/video_0_2412_9bfd607c501ae3118ac0.mp4 +3 -0
- dememwm_sep_full_seq_gate_none_snr_shift_ntok8_8a100_bs4_global32_750k/wandb/offline-run-20260616_012306-b8rsso6u/files/media/videos/validation_vis/video_0_2814_891a213cb594c6d72a3c.mp4 +3 -0
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config: {'experiment': {'debug': '${debug}', 'tasks': ['training'], 'num_nodes': 1, 'training': {'precision': '16-mixed', 'compile': False, 'lr': 2e-05, 'batch_size': 4, 'max_epochs': -1, 'max_steps': 750000, 'max_time': None, 'data': {'num_workers': 4, 'shuffle': True}, 'optim': {'accumulate_grad_batches': 1, 'gradient_clip_val': 1.0}, 'checkpointing': {'every_n_train_steps': 5000, 'every_n_epochs': None, 'train_time_interval': None, 'save_last': True, 'enable_version_counter': False}}, 'validation': {'precision': '16-mixed', 'compile': False, 'batch_size': 1, 'val_every_n_step': 10000, 'val_every_n_epoch': None, 'limit_batch': 1, 'inference_mode': True, 'data': {'num_workers': 4, 'shuffle': False}}, 'test': {'precision': '16-mixed', 'compile': False, 'batch_size': 1, 'limit_batch': 1, 'data': {'num_workers': 4, 'shuffle': False}}, 'logging': {'metrics': None}, '_name': 'exp_video'}, 'dataset': {'debug': '${debug}', 'metadata': 'data/${dataset.name}/metadata.json', 'data_mean': 0.5, 'data_std': 0.5, 'save_dir': '/proj/cvl/users/x_fahkh2/WorldMem_Repro/datasets/minecraft', 'n_frames': 1000, 'context_length': 1, 'resolution': 128, 'observation_shape': [3, '${dataset.resolution}', '${dataset.resolution}'], 'external_cond_dim': 0, 'validation_multiplier': 1, 'frame_skip': 1, 'action_cond_dim': 25, '_name': 'video_minecraft_latent', 'precomputed_feature_dir': '/proj/cvl/users/x_fahkh2/WorldMem_Repro/datasets/minecraft/vae_features', 'n_frames_valid': 500, 'customized_validation': True, 'wo_updown': False, 'angle_range': 180, 'pos_range': 8}, 'algorithm': {'debug': '${debug}', 'lr': '${experiment.training.lr}', 'x_shape': [16, 18, 32], 'frame_stack': 1, 'frame_skip': '${dataset.frame_skip}', 'data_mean': '${dataset.data_mean}', 'data_std': '${dataset.data_std}', 'external_cond_dim': 0, 'context_frames': 100, 'weight_decay': 0.002, 'warmup_steps': 1000, 'optimizer_beta': [0.9, 0.99], 'uncertainty_scale': 1, 'guidance_scale': 0.0, 'chunk_size': 1, 'scheduling_matrix': 'autoregressive', 'noise_level': 'random_all', 'causal': True, 'diffusion': {'objective': 'pred_v', 'beta_schedule': 'sigmoid', 'schedule_fn_kwargs': {}, 'clip_noise': 20.0, 'use_snr': False, 'use_cum_snr': False, 'use_fused_snr': True, 'snr_clip': 5.0, 'cum_snr_decay': 0.96, 'timesteps': 1000, 'sampling_timesteps': 20, 'ddim_sampling_eta': 0.0, 'stabilization_level': 15, 'architecture': {'network_size': 64, 'attn_heads': 4, 'attn_dim_head': 64, 'dim_mults': [1, 2, 4, 8], 'resolution': '${dataset.resolution}', 'attn_resolutions': [16, 32, 64, 128], 'use_init_temporal_attn': True, 'use_linear_attn': True, 'time_emb_type': 'rotary'}}, 'n_frames': '${dataset.n_frames}', 'metadata': '${dataset.metadata}', 'action_cond_dim': 25, 'use_plucker': True, '_name': 'dememwm_memory_dit', 'memory_token_cross_attention': True, 'memory_cross_attn_layers': None, 'pose_cond_dim': 5, 'log_video': True, 'dememwm': {'enabled': True, 'debug_stdout_metrics': True, 'training_stage': 'stage_1', 'curriculum': {'enabled': True, 'full_stage_start_step': 10000, 'freeze_vae': True, 'dit_freeze': {'enabled': True}, 'lr': {'dememwm_modules': 4e-05, 'memory_adapters': 4e-05, 'full_dit': 1e-05}}, 'spatial_kernel_size': 3, 'training_sampling': {'revisit_biased_prob': 0.3, 'min_gap': 32, 'candidate_starts': 8}, 'train_negatives': {'enabled': True, 'prob': 0.1, 'start_step': 20000, 'branches': ['wrong_pose', 'time_shuffle', 'source_matched_random']}, 'anchor': {'enabled': True, 'anchor_indices': [0, 1, 2, 3], 'allow_generated_as_anchor': False, 'diverse_selection': True, 'compress': {'tokenization': 'spatial_conv_pool', 'downsample_ratio': 2}}, 'dynamic': {'enabled': True, 'recent_frames': 4, 'conv_kernel_t': 3, 'conv_stride_t': 2, 'compress': {'downsample_ratio': 2}}, 'revisit': {'enabled': True, 'gate_mode': 'none', 'deterministic_pose_retrieval': True, 'fov_overlap_threshold': 0.6, 'plucker_weight': 0.1, 'max_frames': 2, 'fov_half_h': 52.5, 'fov_half_v': 37.5, 'fov_radius': 30.0, 'fov_yaw_samples': 25, 'fov_pitch_samples': 20, 'fov_depth_samples': 20, 'pose_preselect_topk': 64, 'plucker_grid_h': 4, 'plucker_grid_w': 4, 'plucker_focal_length': 0.35, 'compress': {'tokenization': 'spatial_conv_pool', 'downsample_ratio': 2}}, 'eval_ablation': {'enabled': False, 'branch': 'A_plus_D_plus_R_normal'}, 'generated_history_proxy': {'enabled': True, 'start_step': 20000, 'ramp_steps': 20000, 'max_prob': 0.25, 'noise_std': 0.25, 'dropout_prob': 0.0}, 'snr_shifted_memory': {'enabled': True, 'mode': 'step_offset', 'offset_steps': 1, 'apply_anchor': True, 'apply_dynamic': False, 'apply_revisit': True, 'noise_per_target': True, 'mark_as_generated': False}, 'revisit_metric': {'enabled':
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config: {'experiment': {'debug': '${debug}', 'tasks': ['training'], 'num_nodes': 1, 'training': {'precision': '16-mixed', 'compile': False, 'lr': 2e-05, 'batch_size': 4, 'max_epochs': -1, 'max_steps': 750000, 'max_time': None, 'data': {'num_workers': 4, 'shuffle': True}, 'optim': {'accumulate_grad_batches': 1, 'gradient_clip_val': 1.0}, 'checkpointing': {'every_n_train_steps': 5000, 'every_n_epochs': None, 'train_time_interval': None, 'save_last': True, 'enable_version_counter': False}}, 'validation': {'precision': '16-mixed', 'compile': False, 'batch_size': 1, 'val_every_n_step': 10000, 'val_every_n_epoch': None, 'limit_batch': 1, 'inference_mode': True, 'data': {'num_workers': 4, 'shuffle': False}}, 'test': {'precision': '16-mixed', 'compile': False, 'batch_size': 1, 'limit_batch': 1, 'data': {'num_workers': 4, 'shuffle': False}}, 'logging': {'metrics': None}, '_name': 'exp_video'}, 'dataset': {'debug': '${debug}', 'metadata': 'data/${dataset.name}/metadata.json', 'data_mean': 0.5, 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name: worldmem
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