Background Workers & Training Telemetry

Real-time heartbeat monitoring — cycle interval: 30s.

Last Checked: Syncing...
Continuous Learning Cycle Countdown
05:00

Each cycle runs every 30s — trains ~150 samples per symbol.

0%Elapsed
Streaming Samples52,552Online Incremental
Accuracy55.2%Target 55% - 65%
Concept Drift Alerts2ADWIN Detector
Macro F1-Score53.0%Triple-Barrier

Online Learning Daemon

marketforecastlab-learner-prod
Active
Cycle Count:#—
Cycle Duration:Every 300s (~5 min)
Last Training Occurred:Active
Heartbeat Freshness:< 15s

Market Data Ingest Worker

marketforecastlab-worker-prod
Active
Ingest Poll Interval:Every 60s (1 min)
Cycle Count:#—
Last Data Ingested:< 1 min
WebSocket Liquidations:Real-time All Symbols
PostgreSQL Persistence:Host Mounted /app/data