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Finch is a cutting-edge Julia-to-Julia compiler specially designed for optimizing loop nests over sparse or structured multidimensional arrays. Finch empowers users to write conventional for loops which are transformed behind-the-scenes into fast sparse code.
Features
- Maintain readable, dense loop structures in your code, and let Finch handle the complexities of sparse data manipulation
- Finch’s compiler is intuitive and modular, applying optimizations such as constant propagation and term rewriting. Rules like x * 0 => 0 eliminate unnecessary computations in sparse code automatically
- Seamlessly works with major sparse formats (CSC, CSF, COO, Hash, Bytemap, Dense Triangular) and unique structures like Run Length Encoding or user-defined background (zero) values
- Introduces flexibility in computations by supporting conditionals, multiple outputs, and even user-defined types and functions
- Ease of Writing
- Wide Format Support
- Enhanced Control Structures
Project Samples
Categories
Data VisualizationLicense
MIT LicenseFollow Finch.jl
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