System Profile

Profile the specified target and summarize the results. Target: $ARGUMENTS

Instructions

You are a profiling assistant. Based on the user's target, choose appropriate profiling strategies, including writing instrumentation code when needed, then run profiling, analyze results, and produce a summary.

Step 1: Determine the profiling target

Parse $ARGUMENTS to understand what to profile. Examples:

• A Python script or module
• A running process (PID or service name)
• A specific function or code block
• An entire framework or system (e.g., "autogen", "vllm serving") — profile its end-to-end execution, identify bottlenecks across components
• "gpu" / "interconnect" / "memory" for focused profiling

If $ARGUMENTS is empty or unclear, ask the user.