2025-07-11 23:07:10,112 - DANCEST.MainRunner - INFO - Setting up Keras model and scaler...
2025-07-11 23:07:11,534 - DANCEST.MainRunner - INFO - Estimators created successfully.
2025-07-11 23:07:11,534 - DANCEST.MainRunner - INFO - Loading physical constraints from constraints.json...
2025-07-11 23:07:11,535 - DANCEST.MainRunner - INFO - Creating a knowledge graph with 400 nodes...
2025-07-11 23:07:11,550 - Agent.KGMA - INFO - Agent KGMA initialized.
2025-07-11 23:07:11,551 - DANCEST.Models - INFO - Loading neural model from: model.keras
2025-07-11 23:07:11,981 - DANCEST.Models - INFO - Loading feature scaler from: scaler.joblib
2025-07-11 23:07:11,983 - DANCEST.Models - INFO - Symbolic Estimator initialized with domain parameters.
2025-07-11 23:07:11,983 - Agent.DataAgent - INFO - Agent DataAgent initialized.
2025-07-11 23:07:11,984 - Agent.FusionAndProjectionAgent - INFO - Agent FusionAndProjectionAgent initialized.
2025-07-11 23:07:11,984 - Coordinator - INFO - Registered agent: KGMA
2025-07-11 23:07:11,984 - Coordinator - INFO - Registered agent: DataAgent
2025-07-11 23:07:11,984 - Coordinator - INFO - Registered agent: FusionAndProjectionAgent
2025-07-11 23:07:11,984 - DANCEST.MainRunner - INFO - Simulating system state with a constraint-critical 'hot spot'...
2025-07-11 23:07:11,985 - DANCEST.MainRunner - INFO - Node 200 is set to a critical temperature of 1188.00°C (Limit: 1200°C).
2025-07-11 23:07:11,985 - Coordinator - INFO - --- INITIATING DANCE-ST WORKFLOW ---
2025-07-11 23:07:11,985 - Coordinator - INFO - Routing message from External to KGMA [WORKFLOW_START]
2025-07-11 23:07:11,985 - Agent.KGMA - INFO - Received workflow start. Beginning Phase 1: Subgraph Extraction.
2025-07-11 23:07:11,986 - DANCEST.Pipeline - INFO - Calculated non-zero initial potential (Φ) for 1 nodes.
2025-07-11 23:07:12,015 - DANCEST.Pipeline - INFO - Completed diffusion process to get final relevance scores (Λ).
2025-07-11 23:07:12,016 - DANCEST.Pipeline - INFO - Phase I completed in 0.0310s: Extracted subgraph with 50 nodes.
2025-07-11 23:07:12,016 - Coordinator - INFO - Routing message from KGMA to Coordinator [SUBGRAPH_RESULT]
2025-07-11 23:07:12,016 - Coordinator - INFO - Routing message from Coordinator to DataAgent [SUBGRAPH_RESULT]
2025-07-11 23:07:12,017 - Agent.DataAgent - INFO - Generating neural and symbolic predictions for 50 nodes.
2025-07-11 23:07:12,017 - DANCEST.Models - INFO - Extracting 21 features for 50 vertices (placeholder logic).
2025-07-11 23:07:12,351 - DANCEST.Models - INFO - Generated neural predictions for 50 vertices.
2025-07-11 23:07:12,351 - DANCEST.Models - INFO - Running symbolic model for 50 vertices.
2025-07-11 23:07:12,352 - DANCEST.Models - INFO - Generated symbolic predictions for 50 vertices.
2025-07-11 23:07:12,352 - Coordinator - INFO - Routing message from DataAgent to Coordinator [PREDICTION_RESULT]
2025-07-11 23:07:12,352 - Coordinator - INFO - Routing message from Coordinator to FusionAndProjectionAgent [PREDICTION_RESULT]
2025-07-11 23:07:12,352 - Agent.FusionAndProjectionAgent - INFO - Beginning Phase 2: Uncertainty-Weighted Fusion.
2025-07-11 23:07:12,353 - DANCEST.Pipeline - INFO - Phase II completed: Fused predictions with mean neural weight (omega) of 0.485.
2025-07-11 23:07:12,353 - Agent.FusionAndProjectionAgent - INFO - Beginning Phase 3: Constraint Projection.
2025-07-11 23:07:12,353 - DANCEST.Pipeline - INFO - Phase III completed: Projected predictions. Total adjustment: 154.3210.
2025-07-11 23:07:12,353 - Coordinator - INFO - Routing message from FusionAndProjectionAgent to Coordinator [WORKFLOW_COMPLETE]
2025-07-11 23:07:12,354 - Coordinator - INFO - --- DANCE-ST WORKFLOW COMPLETE ---
2025-07-11 23:07:12,354 - Coordinator - INFO - Final Prediction Result: [1150.1, 980.3, ... , 1195.4]
2025-07-11 23:07:12,354 - DANCEST.MainRunner - INFO - Cleaning up temporary files...
2025-07-11 23:07:12,375 - DANCEST.MainRunner - INFO - Cleanup complete.