Created
March 13, 2025 00:37
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See how parallel computing is working in practice vs optimal speedup
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library(furrr) | |
x <- numeric() | |
for (i in 1:20) { | |
future::plan(multisession, workers = i) | |
result <- system.time({ | |
r <- furrr::future_map(1:100, | |
~ sum(rnorm(1e7)), | |
.options = furrr_options(seed=TRUE)) | |
}) | |
print(result[[3]]) | |
x <- c(x, result[[3]]) | |
} | |
# PLOT | |
plot(1:20, x, type = "b", col = "blue", pch = 16, lty = 1, ylim = range(c(x, x / (1:20))), | |
xlab = "Index", ylab = "Values", main = "Actual vs Optimal") | |
lines(1:20, x / (1:20), type = "b", col = "red", pch = 17, lty = 2) | |
legend("topright", legend = c("x", "x / (1:20)"), col = c("blue", "red"), | |
pch = c(16, 17), lty = c(1, 2)) |
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