Instruction file imported from uxlfoundation/scikit-learn-intelex (.github/instructions/general.instructions.md). Copyright stays with the author.

General Repository Instructions - Intel Extension for scikit-learn

Name: general
Author: uxlfoundation

Repository Overview

Extension for scikit-learn accelerates scikit-learn up to 100X using oneDAL (varies by algorithm and data). Zero code changes required for existing sklearn applications.

Architecture: 4-layer system (sklearnex ⇒ {daal4py, onedal} → oneDAL C++) Platforms: Linux, Windows; CPU (x86_64, ARM), GPU (Intel via SYCL)

Version Requirements: For current supported versions, always refer to:

setup.py - Python version classifiers
requirements-test.txt - scikit-learn and runtime dependencies
dependencies-dev - Build dependencies

Quick Build and Test

export DALROOT=/path/to/onedal
python setup.py develop
pytest --verbose sklearnex

For GitHub Copilot

See AGENTS.md for comprehensive information including:

Detailed architecture and layer interactions
Algorithm support and GPU compatibility
Performance patterns and optimization strategies
Development setup and environment configuration
Testing strategy and validation approaches

Related Instructions

build-config.instructions.md - Build system and environment setup
sklearnex.instructions.md - Primary sklearn interface
daal4py.instructions.md - Direct oneDAL bindings
onedal.instructions.md - Low-level C++ bindings
src.instructions.md - Core C++/Cython implementation
tests.instructions.md - Testing infrastructure

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General Repository Instructions - Intel Extension for scikit-learn

Repository Overview

Quick Build and Test

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