Memray: A Memory Profiler for Python Applications

Memray is a powerful and accurate memory profiler for Python applications, offering detailed insights into memory allocations, identifying leaks, and visualizing memory usage over time. It leverages low-level operating system features to accurately track memory, including native calls, and provides various output formats like flame graphs and interactive textual user interfaces. Currently at version 1.19.2, Memray is actively maintained with a consistent release cadence, frequently delivering bug fixes, performance enhancements, and support for newer Python features and operating system environments.