What are some effective tools for detecting memory leaks in Python?
There are several tools you can use for memory leak detection in Python, such as Guppy, objgraph, and memory_profiler.
Can you explain how to use memory_profiler?
Sure! You can use memory_profiler by installing it via pip and then using the @profile
decorator to monitor memory usage in your functions.
Are there any specific commands I should know for objgraph?
Yes! You can use commands like objgraph.show_growth()
to visualize memory growth and objgraph.show_most_common_types()
to see the most common object types.
How do these tools compare in terms of performance?
Generally, memory_profiler is great for line-by-line analysis, while Guppy provides a more comprehensive view of memory usage, but it may be slower.
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