Created
April 30, 2014 16:30
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| function build_something_sparse_orig() | |
| vec_len = 70000 | |
| row_ind = Uint64[] | |
| col_ind = Uint64[] | |
| value = Float64[] | |
| for j = 1:vec_len | |
| for k = 1:700 | |
| ind = k*50 | |
| push!(row_ind, ind) | |
| push!(col_ind, j) | |
| push!(value, 5.0) | |
| end | |
| end | |
| return (row_ind, col_ind, value) | |
| end | |
| function build_something_sparse() | |
| vec_len = 70000 | |
| row_ind = zeros(Uint64, vec_len * 700) | |
| col_ind = zeros(Uint64, vec_len * 700) | |
| value = zeros(Float64, vec_len * 700) | |
| i = 1; | |
| @inbounds begin | |
| for j = 1:vec_len | |
| for k = 1:700 | |
| row_ind[i] = k*50; | |
| col_ind[i] = j; | |
| value[i] = 5.0; | |
| i = i + 1; | |
| end | |
| end | |
| end | |
| return (row_ind, col_ind, value) | |
| end | |
| function build_something_sparse2() | |
| vec_len = 70000 | |
| row_ind = zeros(Uint64, vec_len * 700) | |
| col_ind = zeros(Uint64, vec_len * 700) | |
| value = zeros(Float64, vec_len * 700) | |
| i = 1; | |
| @inbounds begin | |
| @simd for j = 1:vec_len | |
| @simd for k = 1:700 | |
| row_ind[i] = k*50; | |
| col_ind[i] = j; | |
| value[i] = 5.0; | |
| i = i + 1; | |
| end | |
| end | |
| end | |
| return (row_ind, col_ind, value) | |
| end | |
| function build_something_sparse3() | |
| vec_len = 70000 | |
| nnz = vec_len * 700 | |
| row_ind = zeros(Uint64, nnz) | |
| col_ind = zeros(Uint64, vec_len+1) # Assume ncol==vec_len | |
| value = 5*ones(Float64, nnz) | |
| i = 1; | |
| @inbounds begin | |
| @simd for j = 1:vec_len | |
| col_ind[j] = i; | |
| @simd for k = 1:700 | |
| row_ind[i] = k*50; | |
| i = i + 1; | |
| end | |
| end | |
| col_ind[vec_len+1] = nnz + 1; | |
| end | |
| return (row_ind, col_ind, value) | |
| end | |
| (r,c,v) = build_something_sparse_orig(); | |
| @time (r,c,v) = build_something_sparse_orig(); | |
| (r,c,v) = build_something_sparse(); | |
| @time (r,c,v) = build_something_sparse(); | |
| (r,c,v) = build_something_sparse2(); | |
| @time (r,c,v) = build_something_sparse2(); | |
| A = sparse(r,c,v); | |
| @time A = sparse(r,c,v); | |
| (r,c,v) = build_something_sparse3(); | |
| @time (r,c,v) = build_something_sparse3(); | |
| nrow = ncol = length(c)-1; | |
| A = SparseMatrixCSC(nrow, ncol, c,r,v); | |
| @time A = SparseMatrixCSC(nrow, ncol, c,r,v); |
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