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Comparison of spatial index performance in {sf} and {terra}
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library("sf") | |
library("terra") | |
n = c(10, 50, 100, 150, 200) | |
t = matrix(NA, length(n), 3) | |
for (i in seq_along(n)) { | |
r = rast(xmin = 0, xmax = n[i], ymin = 0, ymax = n[i], ncol = n[i], nrow = n[i], | |
crs = "epsg:3857") # plannar CRS | |
v1 = as.polygons(r) | |
v2 = shift(v1, 0.5, 0.5) | |
g1 = st_as_sf(v1) | |
g2 = st_as_sf(v2) | |
t[i, 1] = system.time(st_intersects(g1, g2))[[3]] | |
# arguments: (SpatVector v, std::string relation, bool prepared, bool index) | |
t[i, 2] = system.time(v1@ptr$relate_between(v2@ptr, "intersects", TRUE, TRUE))[[3]] | |
t[i, 3] = system.time(v1@ptr$relate_between(v2@ptr, "intersects", TRUE, FALSE))[[3]] | |
} | |
plot(NULL, xlim = c(0, max(n)^2), ylim = c(0, 1.1 * max(t)), | |
ylab = "Time [s]", xlab = "Polygons", main = "Geometry intersects") | |
lines(n^2, t[, 1], type = "b", col = 1) | |
lines(n^2, t[, 2], type = "b", col = 2) | |
lines(n^2, t[, 3], type = "b", col = 3) | |
legend("topleft", horiz = TRUE, lty = 1, col = 1:3, bty = "n", | |
legend = c("sf", "terra (with index)", "terra (old)")) |
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