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eps-sparsify for both sparse and dense matrices
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@ -57,20 +57,42 @@ include("OrbitDecomposition.jl")
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dens(M::SparseMatrixCSC) = length(M.nzval)/length(M)
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dens(M::SparseMatrixCSC) = length(M.nzval)/length(M)
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dens(M::AbstractArray) = length(findn(M)[1])/length(M)
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dens(M::AbstractArray) = length(findn(M)[1])/length(M)
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function sparsify{T}(U::AbstractArray{T}, check=true)
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function sparsify!{Tv,Ti}(M::SparseMatrixCSC{Tv,Ti}, eps=eps(Tv))
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n = nnz(M)
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for i in eachindex(M.nzval)
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if abs(M.nzval[i]) < eps
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M.nzval[i] = zero(Tv)
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end
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end
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dropzeros!(M)
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m = nnz(M)
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info("Sparsified density:", rpad(dens(U), 15), "→", rpad(dens(W),15))
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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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W = deepcopy(U)
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W[abs.(W) .< eps(T)] .= zero(T)
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else
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if check && rank(W) != rank(U)
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W = U
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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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info("Sparsification would decrease the rank!")
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W = U
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W = U
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else
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else
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info("Sparsified:", rpad(dens(U), 10), "\t", rpad(dens(W),10))
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info("Sparsified density:", rpad(dens(U), 15), "→", rpad(dens(W),15))
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end
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end
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W = sparse(W)
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W = sparse(W)
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dropzeros!(W)
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return W
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return W
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end
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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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function init_orbit_data(logger, sett::Settings; radius=2)
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function init_orbit_data(logger, sett::Settings; radius=2)
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ex(fname) = isfile(joinpath(sett.name, fname))
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ex(fname) = isfile(joinpath(sett.name, fname))
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