Web Reference: Jul 15, 2025 · Ray is an open-source, high-performance distributed execution framework primarily designed for scalable and parallel Python and machine learning applications. It enables developers to easily scale Python code from a single machine to a cluster without needing to change much code. Scale generic Python code with simple, foundational primitives that enable a high degree of control for building distributed applications or custom platforms. Jul 14, 2023 · To fulfill these requirements, distributed computing is the only solution. This tutorial introduces Ray, an open-source Python framework that simplifies distributed computing.
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