Comprehensive guide to optimizing deepwikiopen performance
Repository Size | Initial Index Time | Query Response Time | Memory Usage | CPU Usage |
---|---|---|---|---|
Small (<1GB) | 5-10 minutes | <100ms | 2-4GB | 20-40% |
Medium (1-10GB) | 20-60 minutes | 100-300ms | 4-8GB | 40-60% |
Large (10-50GB) | 1-4 hours | 300-500ms | 8-16GB | 60-80% |
XLarge (>50GB) | 4-12 hours | 500-1000ms | 16-32GB | 80-100% |
Model Type | Speed | Accuracy | Memory | Use Case |
---|---|---|---|---|
TinyBERT | ⚡⚡⚡⚡⚡ | ⭐⭐⭐ | 500MB | Real-time search |
DistilBERT | ⚡⚡⚡⚡ | ⭐⭐⭐⭐ | 1GB | Balanced performance |
BERT-base | ⚡⚡⚡ | ⭐⭐⭐⭐ | 2GB | Standard search |
CodeBERT | ⚡⚡ | ⭐⭐⭐⭐⭐ | 4GB | Code understanding |
GPT-2 | ⚡ | ⭐⭐⭐⭐⭐ | 8GB | Advanced analysis |
Issue | Symptoms | Solution |
---|---|---|
Slow Queries | Response time >1s | Add indexes, optimize query patterns |
High Memory Usage | OOM errors | Implement streaming, reduce batch sizes |
CPU Bottlenecks | 100% CPU usage | Scale horizontally, optimize algorithms |
Cache Misses | Repeated computations | Increase cache size, adjust TTL |
Network Latency | Slow API responses | Use connection pooling, CDN |
Disk I/O | Slow file operations | Use SSD, implement caching |