Artwork by Dimitris Ladopoulos

PIPELINE & AI

PDG | Machine Learning | Scripting  

Houdini’s pipeline tools are built to power efficient, scalable production workflows from start to finish. With PDG (Procedural Dependency Graph), you can automate complex tasks, manage large data sets and streamline repetitive processes. 

Integrated support for machine learning lets you bring AI-driven tools into your pipeline, while scripting gives technical artists the flexibility to customize and extend Houdini to meet any production need.

PDG

Procedural Dependency Graph


Houdini’s PDG (Procedural Dependency Graph) workflow transforms how studios manage and scale production. Automate complex tasks, process massive data sets, and build smart, efficient pipelines that keep projects moving smoothly. 

 

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MACHINE LEARNING

AI Workflows


Artists and researchers can use Houdini to create large volumes of high-quality, labeled data for training models, including 3D geometry, simulations, and rendered imagery. Build custom datasets, simulate real-world conditions, and feed machine learning pipelines with precision and scalability.

 

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SCRIPTING

Python and VEX


Houdini supports powerful scripting languages, such as Python and VEX, to give artists and technical directors the control they need to build smarter tools and streamline production. Python is perfect for pipeline integration, automation, and custom interfaces, while VEX delivers high-speed performance for writing shaders, wrangles and custom effects. Together, they make Houdini a flexible, customizable platform that fits seamlessly into any studio pipeline.

 

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