✅ 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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1.8 KiB
Database Issues Troubleshooting Guide
Last Updated: 2025-10-22
Connection Issues
Symptom: could not connect to server
Diagnosis:
# Check PostgreSQL is running
kubectl get pods -n foxhunt -l app=postgresql
# Check service endpoint
kubectl get endpoints -n foxhunt foxhunt-postgresql
# Test connectivity
kubectl run -it --rm psql-test --image=postgres:15 --restart=Never -- \
psql -h foxhunt-postgresql.foxhunt.svc.cluster.local -U foxhunt -d foxhunt
Resolution:
# Restart PostgreSQL
kubectl delete pod foxhunt-postgresql-0 -n foxhunt
# Verify secrets
kubectl get secret foxhunt-secrets -n foxhunt -o yaml
Slow Queries
Symptom: Queries taking >1s
Diagnosis:
-- Find slow queries
SELECT query, mean_exec_time, calls
FROM pg_stat_statements
ORDER BY mean_exec_time DESC
LIMIT 10;
-- Analyze query plan
EXPLAIN ANALYZE SELECT * FROM orders WHERE symbol='ES.FUT' ORDER BY created_at DESC LIMIT 100;
Resolution:
-- Create index
CREATE INDEX CONCURRENTLY idx_orders_symbol_created_at ON orders(symbol, created_at DESC);
-- Update statistics
ANALYZE orders;
-- Increase work_mem for complex queries
SET work_mem = '256MB';
Deadlocks
Symptom: deadlock detected
Diagnosis:
-- Check deadlock log
SELECT * FROM pg_stat_activity WHERE wait_event_type = 'Lock';
-- Enable deadlock logging
ALTER SYSTEM SET deadlock_timeout = '1s';
ALTER SYSTEM SET log_lock_waits = on;
SELECT pg_reload_conf();
Resolution:
-- Access tables in consistent order
BEGIN;
SELECT * FROM orders WHERE id = 1 FOR UPDATE; -- Always lock orders first
SELECT * FROM positions WHERE order_id = 1 FOR UPDATE; -- Then positions
COMMIT;
End of Database Issues Troubleshooting Guide