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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 Python performance profiler that can monitor your entire deployment in production, and makes results easy to aggregate and search through.

Bad code performance is often a result of lack of visibility, with real world consequences. Mocha can help you monitor performance over time.


What gets measured gets managed!


Useful for Profiling:

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

Installation

pip install mocha-time

Start / Stop

import mocha

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

p = mocha.start("ML Training")

import time
time.sleep(10)

p.stop()

Profiler

import mocha

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

with mocha.Profiler("ML Training"):

    import time
    time.sleep(10)

Decorator

import mocha

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

@mocha.profiler("ML Training")
def ml_training():

    import time
    time.sleep(10)

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