Comprehensive Application Performance Diagnostic Framework

Create an advanced Bash script that performs end-to-end application performance diagnostics, tracing performance bottlenecks across infrastructure, network, and application layers. The script must support multiple monitoring techniques, correlate performance metrics, and generate actionable optimization recommendations. Implement intelligent root cause analysis and performance trend prediction.