7458f1be01
✅ Validation Results: - PPO training: 24.2s (1 epoch, 950 samples, dim=225) - Feature extraction: 105μs/bar (9.5x faster than target) - Model checkpoint: 293KB (147KB actor + 146KB critic) - GPU memory: 145MB used (96.4% headroom) - Zero dimension mismatches 📊 Success Criteria (5/5): ✅ Feature dimension = 225 (Wave C 201 + Wave D 24) ✅ Model state_dim = 225 ✅ Training completed without errors ✅ Checkpoint saved successfully ✅ No dimension mismatch errors 📁 Training Data Ready: - ES.FUT: 2.9MB, 180 days - NQ.FUT: 4.4MB, 180 days - 6E.FUT: 2.8MB, 180 days - ZN.FUT: 65KB, 90 days (clean) 🚀 Next: Full production model retraining (4 models, ~10min GPU time) 🤖 Generated with Claude Code (https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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Service Restart Runbook
Last Updated: 2025-10-22 Expected Downtime: 0-30 seconds per service
Graceful Restart Procedure
Single Service Restart
# Kubernetes rolling restart (zero downtime)
kubectl rollout restart deployment/foxhunt-trading-service -n foxhunt
# Wait for completion
kubectl rollout status deployment/foxhunt-trading-service -n foxhunt
# Verify health
kubectl get pods -n foxhunt -l app.kubernetes.io/component=trading-service
All Services Restart (Ordered)
# Order: Infrastructure → Backend → Frontend
services=(
"foxhunt-postgresql"
"foxhunt-redis"
"foxhunt-trading-service"
"foxhunt-backtesting-service"
"foxhunt-ml-training-service"
"foxhunt-trading-agent"
"foxhunt-api-gateway"
)
for svc in "${services[@]}"; do
echo "Restarting $svc..."
kubectl rollout restart deployment/$svc -n foxhunt 2>/dev/null || \
kubectl rollout restart statefulset/$svc -n foxhunt 2>/dev/null
kubectl rollout status deployment/$svc -n foxhunt 2>/dev/null || \
kubectl rollout status statefulset/$svc -n foxhunt 2>/dev/null
sleep 10
done
Emergency Restart (Immediate)
# Delete pods (forces immediate recreation)
kubectl delete pods -n foxhunt -l app.kubernetes.io/component=trading-service
# Monitor recreation
watch kubectl get pods -n foxhunt -l app.kubernetes.io/component=trading-service
End of Service Restart Runbook