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How can I troubleshoot memory issues in my Python application?

An example of an AI chatbot conversation about troubleshooting memory issues in Python applications.

😀
You

How can I troubleshoot memory issues in my Python application?

MagicBuddy
MagicBuddy

You can start by using memory profiling tools like memory_profiler or objgraph to identify memory leaks.

😀
You

What are some common causes of memory leaks in Python?

MagicBuddy
MagicBuddy

Common causes include circular references, large data structures that aren't released, and global variables.

😀
You

How can I use memory_profiler to analyze my code?

MagicBuddy
MagicBuddy

You can use the @profile decorator to mark functions you want to analyze, then run your script with the command 'python -m memory_profiler your_script.py'.

😀
You

Are there any best practices to avoid memory issues in Python?

MagicBuddy
MagicBuddy

Yes, some best practices include using weak references, managing object lifetimes, and avoiding unnecessary global variables.

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