Add Linear System Operators to `Bonsai.ML.Torch`#83

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ncguilbeault wants to merge 10 commits into

bonsai-rx:mainfrom

ncguilbeault:dev/torch-linalg-additions

Commits on Jan 19, 2026

Added operator for performing `CrossProduct`
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Added operator `LeastSquaresSolve` for solving systems of linear equations
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Added operator `TensorSolve` to compute a tensor solution to the problem AX=B
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Updated `SingularValueDecomposition` to return a struct output instead of tuple
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Added operator to support chaining matrix multiplication
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Improved XML documentation
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Refactored `MatrixMultiply` overload with a tuple of 2 tensors to use object instead of static method
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Added operator to compute the rank of a matrix
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Added operator to compute the QR decomposition of a matrix
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Added an operator to solve a triangular system of equations
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