Ray

Installation

# Install Ray with all components
pip install "ray[default]"

# Or specific components
pip install "ray[serve]"   # Model serving
pip install "ray[tune]"    # Hyperparameter tuning
pip install "ray[data]"    # Distributed data processing

Ray Core — Distributed Functions

# ray_basics.py — Parallelize Python functions across CPUs/GPUs
import ray