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Overview\u003C\u002Fh2>\u003Cp>py-spy is a sampling profiler for Python programs, written in Rust for speed. It visualizes where your Python program spends time without restarting the process or modifying code. Running out-of-process with extremely low overhead, it is safe to use against production Python services. It records flame graphs, shows a live top view, and dumps thread call stacks, working on Linux, macOS, Windows, and FreeBSD.\u003C\u002Fp>\n\u003Ctable>\n\u003Cthead>\n\u003Ctr>\n\u003Cth>Item\u003C\u002Fth>\n\u003Cth>Value\u003C\u002Fth>\n\u003C\u002Ftr>\n\u003C\u002Fthead>\n\u003Ctbody>\u003Ctr>\n\u003Ctd>Language\u003C\u002Ftd>\n\u003Ctd>Rust\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>Type\u003C\u002Ftd>\n\u003Ctd>Sampling profiler\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>Support\u003C\u002Ftd>\n\u003Ctd>CPython 2.3-2.7, 3.3-3.15\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>License\u003C\u002Ftd>\n\u003Ctd>MIT\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftbody>\u003C\u002Ftable>\n\u003Cblockquote>\n\u003Cp>See what a live Python process is busy with, no restart or code changes.\u003C\u002Fp>\n\u003C\u002Fblockquote>\n\u003Ch2 id=\"key-features\">Key Features\u003C\u002Fh2>\u003Cul>\n\u003Cli>\u003Cstrong>Flame graph recording\u003C\u002Fstrong>: the record command produces interactive SVG flame graphs\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Live top view\u003C\u002Fstrong>: the top command shows the hottest functions in real time\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Stack dumps\u003C\u002Fstrong>: the dump command prints each thread's current call stack for hang diagnosis\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Attach by PID\u003C\u002Fstrong>: profile running processes directly via PID\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Native extensions\u003C\u002Fstrong>: --native profiles C\u002FC++ and Cython extensions on some platforms\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Subprocesses\u003C\u002Fstrong>: --subprocesses includes child processes in profiling\u003C\u002Fli>\n\u003Cli>\u003Cstrong>GIL filtering\u003C\u002Fstrong>: optionally sample only threads holding the GIL\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Export formats\u003C\u002Fstrong>: speedscope and raw data formats supported\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2 id=\"target-audience\">Target Audience\u003C\u002Fh2>\u003Cul>\n\u003Cli>Backend developers\u003C\u002Fli>\n\u003Cli>SRE and operations engineers\u003C\u002Fli>\n\u003Cli>Teams debugging production performance\u003C\u002Fli>\n\u003Cli>Data pipeline developers\u003C\u002Fli>\n\u003Cli>Owners of Python services\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2 id=\"quick-start\">Quick Start\u003C\u002Fh2>\u003Col>\n\u003Cli>Install py-spy\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cdiv class=\"code-block\">\u003Cpre>\u003Ccode class=\"hljs language-bash\">pip install py-spy\u003C\u002Fcode>\u003C\u002Fpre>\u003C\u002Fdiv>\u003Col start=\"2\">\n\u003Cli>Record a flame graph\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cdiv class=\"code-block\">\u003Cpre>\u003Ccode class=\"hljs language-bash\">py-spy record -o profile.svg --pid 12345\u003C\u002Fcode>\u003C\u002Fpre>\u003C\u002Fdiv>\u003Col start=\"3\">\n\u003Cli>Watch hot functions live\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cdiv class=\"code-block\">\u003Cpre>\u003Ccode class=\"hljs language-bash\">py-spy top --pid 12345\u003C\u002Fcode>\u003C\u002Fpre>\u003C\u002Fdiv>\u003Col start=\"4\">\n\u003Cli>Dump stacks when the program hangs\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cdiv class=\"code-block\">\u003Cpre>\u003Ccode class=\"hljs language-bash\">py-spy dump --pid 12345\u003C\u002Fcode>\u003C\u002Fpre>\u003C\u002Fdiv>\u003Ch2 id=\"core-advantages\">Core Advantages\u003C\u002Fh2>\u003Cul>\n\u003Cli>\u003Cstrong>Production safe\u003C\u002Fstrong>: out-of-process sampling with minimal overhead\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Zero intrusion\u003C\u002Fstrong>: no restarts or code modifications required\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Easy install\u003C\u002Fstrong>: prebuilt wheels via pip, brew, and more\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2 id=\"system-requirements\">System Requirements\u003C\u002Fh2>\u003Ctable>\n\u003Cthead>\n\u003Ctr>\n\u003Cth>Item\u003C\u002Fth>\n\u003Cth>Requirement\u003C\u002Fth>\n\u003C\u002Ftr>\n\u003C\u002Fthead>\n\u003Ctbody>\u003Ctr>\n\u003Ctd>OS\u003C\u002Ftd>\n\u003Ctd>Linux, macOS, Windows, FreeBSD\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>Interpreters\u003C\u002Ftd>\n\u003Ctd>CPython 2.3-2.7, 3.3-3.15\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>Permissions\u003C\u002Ftd>\n\u003Ctd>attaching may require root or debug privileges\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftbody>\u003C\u002Ftable>\n\u003Ch2 id=\"notes\">Notes\u003C\u002Fh2>\u003Cul>\n\u003Cli>\u003Cstrong>Platform limits\u003C\u002Fstrong>: --native extension profiling is available only on some platforms\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Symbols help\u003C\u002Fstrong>: compile native extensions with symbols for best results\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Permissions\u003C\u002Fstrong>: attaching to production processes usually needs system privileges\u003C\u002Fli>\n\u003C\u002Ful>\n",1793197825453]