Representation research

Research into the relationship between data representation, numerical operations and execution cost.

Choose the representation for the work

Representation is an engineering choice. Dense, sparse, spectral, low-rank and hierarchical forms each have useful regimes. Compare the operations required at a stated accuracy, including conversion, truncation, data movement and validation.

Published research

Versioned research records document the storage investigation and subsequent turbulence corrections. Follow the repository record for its title, authors, manuscript and version history.

Research and engineering practice

HolonomiX applies this approach to numerical software, GPU execution, structural retrieval and custom systems. Workload qualification defines what runs, the accuracy it must retain and the evidence required to accept it.