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Sparsification of a dense matrix is not required to be rank preserving
This can bite!
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@ -72,23 +72,18 @@ function sparsify!{Tv,Ti}(M::SparseMatrixCSC{Tv,Ti}, eps=eps(Tv))
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return M
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end
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function sparsify!{T}(U::AbstractArray{T}, eps=eps(T); check=true)
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if check
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W = deepcopy(U)
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else
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W = U
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function sparsify!{T}(M::AbstractArray{T}, eps=eps(T); check=false, verbose=false)
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densM = dens(M)
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rankM = rank(M)
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M[abs.(M) .< eps] .= zero(T)
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if check && rankM != rank(M)
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warn(logger, "Sparsification decreased the rank!")
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end
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W[abs.(W) .< eps] .= zero(T)
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if check
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info("Sparsification would decrease the rank!")
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W = U
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else
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info("Sparsified density:", rpad(dens(U), 15), "→", rpad(dens(W),15))
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end
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W = sparse(W)
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return W
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return M
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end
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sparsify{T}(U::AbstractArray{T}, tol=eps(T)) = sparsify!(deepcopy(U), tol)
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