How to profile memory usage?

2019-01-11 09:28发布

问题:

I am aware of Valgrind, but it just detects memory management issues. What I am searching is a tool that gives me an overview, which parts of my program do consume how much memory. A graphical representation with e.g. a tree map (as KCachegrind does for Callgrind) would be cool.

I am working on a Linux machine, so windows tools will not help me very much.

回答1:

Use massif, which is part of the Valgrind tools. massif-visualizer can help you graph the data or you can just use the ms_print command.



回答2:

Try out the heap profiler delivered with gperftools, by Google. I've always built it from sources, but it's available as a precompiled package under several Linux distros.

It's as simple to use as linking a dynamic library to your executables and running the program. It collects information about every dynamic memory allocation (as far as I've seen) and save to disk a memory dump every time one of the following happens:

  • HEAP_PROFILE_ALLOCATION_INTERVAL bytes have been allocated by the program (default: 1Gb)
  • the high-water memory usage mark increases by HEAP_PROFILE_INUSE_INTERVAL bytes (default: 100Mb)
  • HEAP_PROFILE_TIME_INTERVAL seconds have elapsed (default: inactive)
  • You explicitly call HeapProfilerDump() from your code

The last one, in my experience, is the most useful because you can control exactly when to have a snapshot of the heap usage and then compare two different snapshots and see what's wrong.

Eventually, there are several possible output formats, like textual or graphical (in the form of a directed graph):

Using this tool I've been able to spot incorrect memory usages that I couldn't find using Massif.