Performance Issues
This guide helps optimize Planar performance and resolve speed-related problems.
Compilation and Startup Issues
Slow First Run
Problem: Initial startup takes several minutes.
Solution:
# Use precompiled sysimage
julia --sysimage=planar.so --project=Planar
# Or use Docker with pre-built sysimage
docker run docker.io/psydyllic/planar-sysimageRepeated Compilation
Problem: Code recompiles on every run.
Solution:
Memory Issues
High Memory Usage
Problem: Planar consumes excessive memory.
Solution:
Memory Leaks
Problem: Memory usage grows over time.
Solution:
Out of Memory Errors
Problem: System runs out of memory during large operations.
Solution:
Backtesting Performance
Slow Backtests
Problem: Backtests take too long to complete.
Solution:
CPU Bottlenecks
Problem: High CPU usage during backtests.
Solution:
Data Performance
Slow Data Loading
Problem: Historical data takes long to load.
Solution:
Database Performance
Problem: LMDB operations are slow.
Solution:
Network Performance
Slow API Calls
Problem: Exchange API calls are slow.
Solution:
Rate Limiting Impact
Problem: Rate limits slow down operations.
Solution:
Strategy Performance
Slow Strategy Execution
Problem: Strategy logic is slow during backtests.
Solution:
Indicator Calculation Bottlenecks
Problem: Technical indicators slow down strategy.
Solution:
Optimization Strategies
Parameter Optimization Performance
Problem: Parameter optimization takes too long.
Solution:
Multi-Strategy Performance
Problem: Running multiple strategies is slow.
Solution:
System Optimization
Julia Configuration
Operating System Tuning
# Increase file descriptor limits
ulimit -n 65536
# Optimize memory settings
echo 'vm.swappiness=10' >> /etc/sysctl.conf
# Use performance CPU governor
echo performance > /sys/devices/system/cpu/cpu*/cpufreq/scaling_governorMonitoring Performance
Built-in Profiling
External Monitoring
Hardware Recommendations
Minimum Requirements
- CPU: 4+ cores, 2.5+ GHz
- RAM: 8GB+ (16GB+ recommended)
- Storage: SSD recommended for data directory
- Network: Stable internet connection
Optimal Configuration
- CPU: 8+ cores, 3.0+ GHz (Intel/AMD)
- RAM: 32GB+ for large backtests
- Storage: NVMe SSD for data and temp files
- Network: Low-latency connection for live trading
Getting Help
For performance issues:
- Check system requirements
- Review configuration guide
- Profile your specific use case
- Ask for help with performance data
- Consider hardware upgrades