The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning. Learn more →
Top 5 Python Performance Monitoring Projects
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python-benchmark-harness
A micro/macro benchmark framework for the Python programming language that helps with optimizing your software.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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dj-tracker
A Django app that tracks your queries to help optimize them. Demo: https://dj-tracker-bakerydemo.herokuapp.com/dj-tracker/
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
In order to try to solve this issue, NannyML was created. NannyML is an open-source Python library designed in order to make it easy to monitor drift in the distributions of our model input variables and estimate our model performance (even without labels!) thanks to the Confidence-Based Performance Estimation algorithm they developed. But first of all, why do models need to be monitored and why their performance might vary over time?
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python Performance Monitoring related posts
- Introduction to NannyML: Model Evaluation without labels
- ☸️ Web Application on Kubernetes: A Tutorial to Observability with the Elastic Stack
- Detecting silent model failure. NannyML estimates performance for regression and classification models using tabular data. It alerts you when and why it changed. It is the only open-source library capable of fully capturing the impact of data drift on performance.
- [D] Data drift is not a good indicator of model performance degradation
- I've tried Xsensors and Psensor, neither shows me CPU temperature. Why? Lm-sensors is installed
- AWS Lambda Price Extractor - Python Utility
- system monitor
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A note from our sponsor - WorkOS
workos.com | 24 Apr 2024
Index
What are some of the best open-source Performance Monitoring projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | nannyml | 1,754 |
| 2 | python-benchmark-harness | 147 |
| 3 | dj-tracker | 73 |
| 4 | aws-python-utilities | 42 |
| 5 | PyPSI | 40 |
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