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|[psutil](https://psutil.readthedocs.io/en/latest/)| System monitoring, profiling, limiting process resources and the management of running processes. | 🟢 |
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|[pyinstrument](https://pyinstrument.readthedocs.io/en/stable)| Python profiler. Tells you how long individual lines of code take to run, so you can focus on the slowest part of your program to speed it up. | 🟢 |
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|[snakeviz](https://jiffyclub.github.io/snakeviz/)| Browser based graphical viewer for the output of Python’s cProfile module. | 🟢 |
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|[line_profiler](https://pypi.org/project/line-profiler/)| A tool for line-by-line profiling of functions. | 🟠 |
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|[memray](https://bloomberg.github.io/memray/)| Tracks and reports memory allocations, both in Python code and in compiled extension modules. It also has a [plugin](https://pytest-memray.readthedocs.io/en/latest/) for easy integration with pytest. Only works on Linux and macOS. | 🟠 |
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|[memory_profiler](https://pypi.org/project/memory-profiler/)| No longer actively maintained. A Python module for monitoring memory consumption of a process alongside line-by-line analysis of memory consumption. Might be a useful alternative to memray if you need to do memory profiling on Windows. | 🟠 |
|[psutil](https://psutil.readthedocs.io/en/latest/)| System monitoring, profiling, limiting process resources and the management of running processes. | 🟢 |
19
+
|[line_profiler](https://pypi.org/project/line-profiler/)| A tool for line-by-line profiling of functions. | 🟠 |
|[memray](https://bloomberg.github.io/memray/)| Tracks and reports memory allocations, both in Python code and in compiled extension modules. It also has a [plugin](https://pytest-memray.readthedocs.io/en/latest/) for easy integration with pytest. Only works on Linux and macOS. | 🟠 |
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+
|[memory_profiler](https://pypi.org/project/memory-profiler/)| No longer actively maintained. A Python module for monitoring memory consumption of a process alongside line-by-line analysis of memory consumption. Might be a useful alternative to memray if you need to do memory profiling on Windows. | 🟠 |
|[psutil](https://psutil.readthedocs.io/en/latest/)| System monitoring, profiling, limiting process resources and the management of running processes. | 🟢 |
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|[snakeviz](https://jiffyclub.github.io/snakeviz/)| Browser based graphical viewer for the output of Python’s cProfile module. | 🟢 |
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