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Python Performance Profiling for Production

Project description




Mocha logo: Mocha is the Python Performance Profiler for Production

Python Performance Profiling for Production
~ It's About Time ~

Mocha is a performance profiler that can monitor the performance of your production Python, and makes results easy to aggregate and search through.

Mocha is designed for Purposeful Profiling. This means that you only use Mocha around code of interest, instead of dumping all code performance logs and mining it later.

Useful for Profiling:

  • 🌎 API performance
  • 🚀 CI/CD stage / granular performance
  • 💡 ML training & inference jobs
  • 📀 Database queries
  • 📊 Data pipelines / compute jobs

What gets measured gets managed!


Mocha logo: Mocha is the Python Performance Profiler for Production

Dashboard

Bad performance has real world consequences, and is often a result of lack of visibility, even if you are logging it, if it's not be easy to get to, it will be ignored.


Installation

pip install mocha-time
docker run -p 9000:9000 mochadev/mocha

Demo

import mocha

mocha.init(url="http://localhost:9000")

mocha.demo()

Usage

# 1. Start / Stop
p = mocha.start("Foobar")
pass
p.stop()

# 2. Profiler
with mocha.Profiler("Foobar"):
    pass

# 3. Function Decorator
@mocha.profiler("Foobar")
def ml_training():
    pass

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