Analyze Function

analyze-function

The user's request supplies the following values:

• func_name (required) - Function name for performance analysis

Placeholders such as {func_name} below refer to these values.

Procedure

Conduct performance diagnostics of function {func_name}:

Do not change the code — only analysis and recommendations.

If the function is suspiciously slow (e.g. heavy loops, hacky algorithms):

1. Conduct analysis:
   • Time complexity (O‑n, O‑n log n…)
   • Memory consumption (successful case vs bad case)
   • Loops, copying, comprehensions, recursions
2. Suggest profiling (if this turns out to be useful):
   • cProfile, memory-profiler, psutil, timeit
   • If profiling is not needed — skip
3. Identify bottlenecks, indicate possible improvements with justifications, risk and benefit assessments

If the function is well implemented (no obvious bottlenecks):

• Give status "OK" and brief "function looks good, no obvious issues"

Sometimes you can suggest a quick fix:
If an obvious targeted optimization is evident, add it as a patch line (with replacement only within this function).

• Ask the user: "Allow insertion of this change?"
  If the user agrees — insert the patch. Without consent — just suggest the patch in the report