| { |
| "db": { |
| "get_connection_timeout": 60.0, |
| "stop_writer_timeout": 10.0, |
| "write_interval": 5.0, |
| "write_buffer_max_size": 5000, |
| "write_retry_delay": 1.0, |
| "flush_timeout": 10.0, |
| "bulk_chunk_rows": 50000, |
| "bulk_queue_max_items": 32, |
| "stop_drain_timeout": 600.0 |
| }, |
| "manager": { |
| "n_processes": 96, |
| "chunks_per_worker": 4, |
| "pool_terminate_timeout": 10.0 |
| }, |
| "monitor": { |
| "get_gpu_timeout": 5.0, |
| "stop_monitor_timeout": 10.0, |
| "monitor_interval": 1.0, |
| "monitor_retry_delay": 1.0, |
| "annotate_stages": true, |
| "dashboard_enabled": true, |
| "dashboard_port": 8501, |
| "benchmark_report_enabled": true |
| }, |
| "logger": { |
| "console_level": "INFO", |
| "file_level": "INFO", |
| "slack_level": "INFO", |
| "slack_enabled": true, |
| "slack_channel": null, |
| "slack_username": "Aetherscan", |
| "slack_timeout": 15.0, |
| "slack_retry_attempts": 3, |
| "slack_buffer_size": 100, |
| "slack_flush_interval": 60.0, |
| "slack_broadcast_level": "ERROR" |
| }, |
| "beta_vae": { |
| "latent_dim": 8, |
| "dense_layer_size": 512, |
| "kernel_size": [ |
| 3, |
| 3 |
| ], |
| "beta": 1.5, |
| "alpha": 10.0, |
| "mixed_precision": false, |
| "regularization_active": false |
| }, |
| "reproducibility": { |
| "seed": 11, |
| "tf_deterministic_ops": true, |
| "derived_rf_seed": 961975133 |
| }, |
| "rf": { |
| "n_estimators": 1000, |
| "bootstrap": true, |
| "max_features": "sqrt", |
| "n_jobs": -1, |
| "seed": null, |
| "latent_variant": "z_mean", |
| "active_dims": [ |
| 0, |
| 1, |
| 2, |
| 3, |
| 4, |
| 5, |
| 6, |
| 7 |
| ], |
| "z_aug_draws": 4, |
| "active_units_threshold": 0.01, |
| "selection_max_fpr": 0.01, |
| "selection_bootstrap_rounds": 500, |
| "max_ece": 0.05, |
| "calibration_min_isotonic": 1000, |
| "calibration_active": false, |
| "calibration_method": null, |
| "val_selection_fraction": 0.5, |
| "val_calibration_fraction": 0.25, |
| "screen_recall_tolerance": 0.0 |
| }, |
| "gpu": { |
| "num_replicas": null, |
| "per_gpu_memory_limit_mb": null, |
| "nccl_num_packs": 2, |
| "use_async_allocator": true, |
| "gpu_thread_mode": "gpu_private", |
| "gpu_thread_count": 2 |
| }, |
| "data": { |
| "num_observations": 6, |
| "width_bin": 4096, |
| "downsample_factor": 8, |
| "time_bins": 16, |
| "freq_resolution": 2.7939677238464355, |
| "time_resolution": 18.25361108, |
| "num_target_backgrounds": 45000, |
| "background_load_chunk_size": 15000, |
| "max_chunks_per_file": 1, |
| "inference_background_load_chunk_size": 50000 |
| }, |
| "training": { |
| "num_training_rounds": 10, |
| "epochs_per_round": 100, |
| "posterior_collapse_kl_epsilon": 0.01, |
| "min_active_units_fraction": 0.5, |
| "posterior_collapse_patience": 5, |
| "num_samples_beta_vae": 499200, |
| "num_samples_rf": 99840, |
| "train_val_split": 0.8, |
| "per_replica_batch_size": 128, |
| "effective_batch_size": 7680, |
| "per_replica_val_batch_size": 64, |
| "signal_injection_chunk_size": 50000, |
| "data_gen_task_size": 64, |
| "round_array_dtype": "float16", |
| "round_data_dir": null, |
| "overlap_data_generation": true, |
| "keep_round_data": true, |
| "plot_injection_subsampling_count": 100000, |
| "plot_injection_outlier_percentile": 99.0, |
| "latent_viz_num_cadences_per_type": 960, |
| "latent_viz_step_interval": 10, |
| "latent_viz_umap_fit_max_samples": 100000, |
| "latent_viz_umap_n_neighbors": [ |
| 5, |
| 15, |
| 50 |
| ], |
| "latent_viz_umap_min_dist": [ |
| 0.0, |
| 0.1, |
| 0.5 |
| ], |
| "latent_viz_gif_max_frames": 500, |
| "latent_viz_gif_duration_ms": 100, |
| "latent_traversal_every_round": false, |
| "latent_traversal_num_steps": 7, |
| "latent_traversal_max_sigma": 3.0, |
| "shap_max_samples_summary": 5000, |
| "shap_max_samples_interaction": 1500, |
| "shap_top_k_features_dependence": 48, |
| "rf_decision_boundary_grid_size": 150, |
| "rf_decision_boundary_max_points": 5000, |
| "min_val_auc": 0.0, |
| "snr_base": 10, |
| "initial_snr_range": 40, |
| "final_snr_range": 10, |
| "curriculum_schedule": "exponential", |
| "exponential_decay_rate": -3.0, |
| "step_easy_rounds": 5, |
| "step_hard_rounds": 15, |
| "base_learning_rate": 0.001, |
| "min_learning_rate": 1e-06, |
| "min_pct_improvement": 0.001, |
| "patience_threshold": 3, |
| "reduction_factor": 0.2, |
| "max_retries": 3, |
| "retry_delay": 60 |
| }, |
| "inference": { |
| "per_replica_batch_size": 2048, |
| "classification_threshold": 0.99, |
| "screening_threshold": 0.5, |
| "mc_draws": 32, |
| "reference_cloud_size": 10000, |
| "cadence_group_by_cols": [ |
| "Target", |
| "Session", |
| "Band", |
| "Cadence ID", |
| "Frequency" |
| ], |
| "cadence_h5_path_col": ".h5 path", |
| "cadence_expected_obs": 6, |
| "coarse_channel_width": 1048576, |
| "coarse_channel_log_interval": null, |
| "bandpass_method": "pfb", |
| "pfb_taps_per_channel": 12, |
| "bandpass_debug_plot": false, |
| "spline_order": 16, |
| "detection_window_size": 256, |
| "detection_step_size": 128, |
| "stat_threshold": 2048.0, |
| "stamp_width": 4096, |
| "store_downsampled_stamps": true, |
| "overlap_search": true, |
| "overlap_fraction": 0.5, |
| "discard_side_channels": false, |
| "side_channel_count": 0, |
| "inference_viz_enabled": true, |
| "stamp_gallery_top_k": 12, |
| "max_candidate_plots": 50, |
| "max_retries": 3, |
| "retry_delay": 60 |
| }, |
| "hf": { |
| "repo_id": "zachtheyek/aetherscan", |
| "upload_after_training": true, |
| "revision": null |
| }, |
| "checkpoint": { |
| "load_tag": null, |
| "start_round": 1, |
| "save_tag": "train_20260729_152426", |
| "force_tag": false |
| } |
| } |
