.. _chapter_intro: ************ Introduction ************ RADICAL-Pilot is a `Pilot Job `_ system written in Python. It allows a user to run large numbers of computational tasks (called ``ComputeUnits``) concurrently on one or more remote ``ComputePilots`` that RADICAL-Pilot can start transparently on a multitude of different distributed resources, like HPC clusters and Clouds. In this model, the resource is acquired by a user's application so that the application can schedule ``ComputeUnits`` into that resource directly, rather than going through the system's job scheduler. In many cases, this can drastically shorten overall exeuction time as the individual ``ComputeUnits`` don't have to wait in the system's scheduler queue but can execute directly on the ``ComputePilots``. ``ComputeUnits`` are often single-core / multi-threaded executables, but SAGA- Pilot also supports execution of parallel executables, for example based on MPI or OpenMP. .. image:: architecture.png RADICAL-Pilot is not a static system, but it rather provides the user with a programming library ("Pilot-API") that provides abstractions for resource access and task management. With this library, the user can develop everything from simple "submission scripts" to arbitrarily complex applications, higher- level services and tools.