daal4py 2024.7.0

daal4py is a Convenient Python API to the Intel® oneAPI Data Analytics Library (oneDAL)

daal4py - A Convenient Python API to the Intel(R) oneAPI Data Analytics Library

A simplified API to Intel(R) oneAPI Data Analytics Library that allows for fast usage of the framework suited for Data Scientists or Machine Learning users. Built to help provide an abstraction to Intel(R) oneAPI Data Analytics Library for either direct usage or integration into one's own framework.

👀 Follow us on Medium

We publish blogs on Medium, so follow us to learn tips and tricks for more efficient data analysis the help of daal4py. Here are our latest blogs:

• From Hours to Minutes: 600x Faster SVM
• Improve the Performance of XGBoost and LightGBM Inference
• Accelerate Kaggle Challenges Using Intel AI Analytics Toolkit
• Accelerate Your scikit-learn Applications
• Accelerate Linear Models for Machine Learning
• Accelerate K-Means Clustering

🔗 Important links

• Documentation
• scikit-learn API and patching
• Building from Sources
• About Intel(R) oneAPI Data Analytics Library

💬 Support

Report issues, ask questions, and provide suggestions using:

• GitHub Issues
• GitHub Discussions
• Forum

You may reach out to project maintainers privately at [e-mail]

🛠 Installation

daal4py is available at the Python Package Index, on Anaconda Cloud in Conda-Forge channel and in Intel channel.

# PyPI (recommended by default)
pip install daal4py

# Anaconda Cloud from Conda-Forge channel (recommended for conda users by default)
conda install daal4py -c conda-forge

# Anaconda Cloud from Intel channel (recommended for Intel® Distribution for Python users)
conda install daal4py -c intel

[Click to expand] ℹ️ Supported configurations

📦 PyPi channel

OS / Python version	Python 3.6	Python 3.7	Python 3.8	Python 3.9
Linux	[CPU, GPU]	[CPU, GPU]	[CPU, GPU]	[CPU, GPU]
Windows	[CPU, GPU]	[CPU, GPU]	[CPU, GPU]	[CPU, GPU]
OsX	[CPU]	[CPU]	[CPU]	[CPU]

📦 Anaconda Cloud: Conda-Forge channel

OS / Python version	Python 3.6	Python 3.7	Python 3.8	Python 3.9
Linux	[CPU]	[CPU]	[CPU]	[CPU]
Windows	[CPU]	[CPU]	[CPU]	[CPU]
OsX	❌	❌	❌	❌

📦 Anaconda Cloud: Intel channel

OS / Python version	Python 3.6	Python 3.7	Python 3.8	Python 3.9
Linux	❌	[CPU, GPU]	❌	❌
Windows	❌	[CPU, GPU]	❌	❌
OsX	❌	[CPU]	❌	❌

You can build daal4py from sources as well.

⚠️ Scikit-learn patching

Scikit-learn patching functionality in daal4py was deprecated and moved to a separate package - Intel(R) Extension for Scikit-learn*. All future updates for the patching will be available in Intel(R) Extension for Scikit-learn only. Please use the package instead of daal4py for the Scikit-learn acceleration.