If this isn’t acceptable, then there are early-terminating algorithms in GitHub - JuliaLinearAlgebra/LowRankApprox.jl: Fast low-rank matrix approximation in Julia
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If this isn’t acceptable, then there are early-terminating algorithms in GitHub - JuliaLinearAlgebra/LowRankApprox.jl: Fast low-rank matrix approximation in Julia