sgd
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sparse matrices support?
I want to try sgd
package - seems it provides a lot of options and must-have features. But why it didn't work with sparse matrices (Matrix
package, especially dgCMatrix
class, as it default for R usage)? Working with sparse matrices is a core functionality for working with any large-scale problems. Or mb I missed something?
Good question! The only reason is because it hasn't been implemented yet. :) For the current work, we were only considering dense matrices for various simulation studies; of course, in practice it would be incredibly helpful to get sparse matrix support. I'd like to work on this eventually. Feel free to submit a pull request if you'd like to yourself.
Thank you for quick response, I'll happy to contribute in future. PS Also I found your blog very interesting!
This is a great point. Eventually we will work on supporting sparse data formats is a priority, as well as parallelization.