How can I troubleshoot memory issues in Python using memory_profiler?
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How can I troubleshoot memory issues in Python using memory_profiler?
You can use the memory_profiler module to track memory usage in your Python scripts. Start by installing it with pip install memory-profiler.
What are the key functions I should use in memory_profiler?
The key functions are @profile decorator to annotate functions you want to profile and mprof command-line tool for monitoring.
Can you give me an example of how to use the @profile decorator?
Sure! Just add @profile above the function definition you want to analyze, and then run your script with python -m memory_profiler your_script.py.
What if I see high memory usage but my code seems fine?
High memory usage can be due to memory leaks or large data structures. Check for unintentional references or use tools like objgraph to analyze memory.
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