pytorch-lightning VS Sacred

Compare pytorch-lightning vs Sacred and see what are their differences.


The lightweight PyTorch wrapper for high-performance AI research. Scale your models, not the boilerplate. (by PyTorchLightning)


Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA. (by IDSIA)
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pytorch-lightning Sacred
12 4
16,408 3,662
3.5% 0.8%
9.9 5.2
about 19 hours ago 27 days ago
Python Python
Apache License 2.0 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.


Posts with mentions or reviews of pytorch-lightning. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-11-18.


Posts with mentions or reviews of Sacred. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-09-26.

What are some alternatives?

When comparing pytorch-lightning and Sacred you can also consider the following projects:

MLflow - Open source platform for the machine learning lifecycle

detectron2 - Detectron2 is FAIR's next-generation platform for object detection, segmentation and other visual recognition tasks.

mmdetection - OpenMMLab Detection Toolbox and Benchmark

pytorch-grad-cam - Many Class Activation Map methods implemented in Pytorch for CNNs and Vision Transformers. Including Grad-CAM, Grad-CAM++, Score-CAM, Ablation-CAM and XGrad-CAM

metaflow - :rocket: Build and manage real-life data science projects with ease!

pytorch-forecasting - Time series forecasting with PyTorch

tensorflow - An Open Source Machine Learning Framework for Everyone

Clairvoyant - Software designed to identify and monitor social/historical cues for short term stock movement

Keras - Deep Learning for humans

scikit-learn - scikit-learn: machine learning in Python

guildai - Experiment tracking, ML developer tools