icecream VS pyflame

Compare icecream vs pyflame and see what are their differences.

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icecream pyflame
41 1
8,427 2,869
- -
5.6 0.1
26 days ago over 4 years ago
Python C++
MIT License -
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

icecream

Posts with mentions or reviews of icecream. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-11-28.

pyflame

Posts with mentions or reviews of pyflame. We have used some of these posts to build our list of alternatives and similar projects.
  • Does anyone use performance profiling / flamegraphs for optimizing ML algorithms?
    1 project | /r/tensorflow | 28 Aug 2022
    I know profiling and continuous profiling have become popular for understanding system-wide performance characteristics. I.e. companies like Neflix, Uber (pyflame) , Doordash, Paypal, and many more use profiling and flamegraphs to optimize their application code often by decreasing latency -- I never hear about them using it for their ML related code (this is what my question is ultimately about).

What are some alternatives?

When comparing icecream and pyflame you can also consider the following projects:

pdb++

py-spy - Sampling profiler for Python programs

Loguru - Python logging made (stupidly) simple

memory_profiler - Monitor Memory usage of Python code

line_profiler

Laboratory - Achieving confident refactoring through experimentation with Python 2.7 & 3.3+

profiling

remote-pdb - Remote vanilla PDB (over TCP sockets).

python-uncompyle6 - A cross-version Python bytecode decompiler

PySnooper - Never use print for debugging again