foxhunt/docs/archive/historical/PAPER_TRADING_QUICK_START.md

Paper Trading Quick Start

Last Updated: 2025-10-14
Status: ✅ READY FOR DEPLOYMENT
Time Required: 15 minutes total

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Prerequisites (2 minutes)

# All services must be running
docker-compose ps | grep "Up.*healthy"
# Expected: 6 services healthy (API Gateway, Trading, PostgreSQL, Redis, Prometheus, Grafana)

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Deployment Steps (15 minutes)

Step 1: Fix Database Tables (5 min)

# Drop incomplete table
psql postgresql://foxhunt:foxhunt_dev_password@localhost:5432/foxhunt -c "DROP TABLE IF EXISTS ensemble_predictions CASCADE;"

# Create fixed version
psql postgresql://foxhunt:foxhunt_dev_password@localhost:5432/foxhunt << 'SQL'
CREATE TABLE ensemble_predictions (
    id UUID DEFAULT gen_random_uuid(),
    timestamp TIMESTAMPTZ NOT NULL DEFAULT NOW(),
    symbol VARCHAR(20) NOT NULL,
    ensemble_action VARCHAR(10) NOT NULL,
    ensemble_signal DOUBLE PRECISION NOT NULL,
    ensemble_confidence DOUBLE PRECISION NOT NULL,
    disagreement_rate DOUBLE PRECISION NOT NULL,
    dqn_signal DOUBLE PRECISION,
    ppo_signal DOUBLE PRECISION,
    pnl BIGINT,
    PRIMARY KEY (id, timestamp)
);
CREATE INDEX idx_ensemble_predictions_timestamp ON ensemble_predictions (timestamp DESC);
CREATE INDEX idx_ensemble_predictions_symbol ON ensemble_predictions (symbol, timestamp DESC);
SELECT create_hypertable('ensemble_predictions', 'timestamp', if_not_exists => TRUE);
SQL

# Verify tables
psql postgresql://foxhunt:foxhunt_dev_password@localhost:5432/foxhunt -c "\dt ensemble*"
# Expected: ensemble_predictions table

Step 2: Verify Checkpoints (2 min)

ls -lh ml/trained_models/production/dqn/dqn_epoch_30.safetensors
ls -lh ml/trained_models/production/ppo/ppo_*_epoch_{130,420}.safetensors
# Expected: 5 files (DQN + 2x PPO actor/critic)

Step 3: Run Smoke Test (3 min)

bash tests/paper_trading_smoke_test.sh
# Expected: Tests Passed: 10/10 ✅ ALL TESTS PASSED

Step 4: Deploy (5 min)

bash scripts/deploy_paper_trading.sh
# Expected: 🎉 Paper trading deployment completed successfully!

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Verify Deployment (2 minutes)

# Check Trading Service logs
docker logs foxhunt-trading-service --tail 50 | grep -i ensemble
# Expected: "Loaded 3 ensemble models" or "Ensemble coordinator initialized"

# Check predictions (wait 5-10 minutes for first predictions)
psql postgresql://foxhunt:foxhunt_dev_password@localhost:5432/foxhunt -c "SELECT COUNT(*) FROM ensemble_predictions WHERE timestamp > NOW() - INTERVAL '1 hour'"
# Expected: Count > 0 (after market data flows)

# Check Grafana dashboard
open http://localhost:3000/d/ensemble-ml-prod
# Expected: Dashboard loads with 8 panels

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Monitoring (Daily, 5 min)

Grafana: http://localhost:3000/d/ensemble-ml-prod

• Panel 1: Confidence ~0.6-0.8, Disagreement <0.4
• Panel 4: Latency P99 <50μs

PostgreSQL:

SELECT symbol, COUNT(*) AS predictions, SUM(pnl)/100.0 AS pnl_dollars 
FROM ensemble_predictions 
WHERE timestamp > NOW() - INTERVAL '24 hours' 
GROUP BY symbol;

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Success Criteria (7 days)

Metric	Target	Status
Sharpe Ratio	>1.5	Check after 7 days
Win Rate	>52%	Check daily
Max Drawdown	<10%	Check daily
Simulated P&L	>$10,000	Check daily
Latency P99	<50μs	Check real-time

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Emergency Stop

# If something goes wrong
docker-compose restart foxhunt-trading-service

# If critical failure
docker-compose stop foxhunt-trading-service
docker logs foxhunt-trading-service > failure_logs.txt
# Contact: ml-team@foxhunt.trading

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Full Documentation

• Comprehensive Guide: PAPER_TRADING_DEPLOYMENT_GUIDE.md (900 lines)
• 5-Phase Checklist: PAPER_TRADING_DEPLOYMENT_CHECKLIST.md (850 lines)
• Configuration: config/paper_trading_config.yaml (150 lines)
• Readiness Report: PAPER_TRADING_DEPLOYMENT_READINESS_REPORT.md (500 lines)

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Questions? See FAQ in PAPER_TRADING_DEPLOYMENT_GUIDE.md or contact ml-team@foxhunt.trading