A package dedicated to lazy linear operators based on diverse backends/libraries.
Project description
Lazylinop philosophy – what is a LazyLinearOp object?
Starting from a numpy array, a scipy matrix, a Faust object, or potentially many other compatible linear operators with efficient implementatons, a .LazyLinearOp object follows the lazy evaluation paradigm. In short, one can aggregate low-level .LazyLinearOp objects into higher-level ones using many classical operations (addition, concatenation, adjoint, real part, etc.), without actually building arrays. The actual effect of these operations is delayed until the resulting linear operator is actually applied to a vector (or to a collection of vectors, seen as a matrix).
The main interest of this paradigm is to enable the construction of processing pipelines that exploit as building blocks efficient implementations of “low-level” linear operators.
LazyLinearOperators are complementary to other “lazy” objects such as LazyTensors in Kheops, or the ones of lazyarray, WeldNumpy an pylops libraries, which, to the best of our knowledge, primarily provide compact descriptions of arrays which entries can be evaluated efficiently on the fly.
It’s worth noting that the way pylops exhibits scipy LinearOperator-s in its API is different. Indeed, pylops provides Python classes (like Kronecker) while lazylinop is more likely to propose Python functions in the scipy style (like :py`.kron`).
Getting started with lazylinop
Quick installation
Using Anaconda
conda config --add channels conda-forge conda config --add channels pyfaust conda config --add channels lazylinop conda install lazylinop
or
Using PIP
pip install lazylinop
For a straightforward installation of lazylinop go to this guide. Then for a quick introduction to lazylinop go to this notebook. The raw notebook is available here.
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