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| 1 | +# ───────────────────────────────────────────────────────────────────────────── |
| 2 | +# BENCHMARK: add NEW3 using dt[, .. := .., by=group] |
| 3 | +# ───────────────────────────────────────────────────────────────────────────── |
| 4 | + |
| 5 | +library(formula.tools); library(compiler) |
| 6 | +library(dplyr); library(purrr) |
| 7 | +library(data.table); library(tictoc) |
| 8 | + |
| 9 | +# 1) Prepare data ------------------------------------------------------------ |
| 10 | +set.seed(2025) |
| 11 | +n <- 1e7 |
| 12 | +ngrp <- 10 |
| 13 | +df <- data.frame( |
| 14 | + price = runif(n, 5, 100), |
| 15 | + quality = runif(n, 1, 5), |
| 16 | + group = rep(1:ngrp, length.out = n) |
| 17 | +) |
| 18 | +bprice <- -0.2; bquality <- 0.8 |
| 19 | +single_group <- list( |
| 20 | + V1 = V1 ~ bprice * price + bquality * quality, |
| 21 | + V2 = V2 ~ 0 |
| 22 | +) |
| 23 | +utility_list <- rep(list(single_group), ngrp) |
| 24 | + |
| 25 | +# 2) Helpers --------------------------------------------------------------- |
| 26 | +by_formula <- function(eq) pick(everything()) %>% transmute(!!lhs(eq) := !!rhs(eq)) |
| 27 | +compile_one <- function(fm){ |
| 28 | + nm <- as.character(lhs(fm)); rhs <- rhs(fm) |
| 29 | + fn <- eval(bquote(function(df) with(df, .(rhs)))) |
| 30 | + list(name = nm, fun = cmpfun(fn)) |
| 31 | +} |
| 32 | +compile_utility_list <- function(u) lapply(u, function(fl){ |
| 33 | + tmp <- lapply(fl, compile_one) |
| 34 | + setNames(lapply(tmp, `[[`, "fun"), |
| 35 | + vapply(tmp, `[[`, "", "name")) |
| 36 | +}) |
| 37 | + |
| 38 | +# 3) Methods -------------------------------------------------------------- |
| 39 | + |
| 40 | +old_group <- function(data, utility) { |
| 41 | + tic("OLD-GROUP") |
| 42 | + subs <- split(data, data$group) |
| 43 | + subs2 <- map2(utility, subs, ~ mutate(.y, map_dfc(.x, by_formula))) |
| 44 | + out <- bind_rows(subs2) |
| 45 | + toc(log = FALSE) |
| 46 | + out |
| 47 | +} |
| 48 | + |
| 49 | +new1_group <- function(data, utility) { |
| 50 | + ufuns <- compile_utility_list(utility) |
| 51 | + tic("NEW1-GROUP") |
| 52 | + subs <- split(data, data$group) |
| 53 | + subs2 <- map2(ufuns, subs, ~ bind_cols(.y, lapply(.x, function(f) f(.y)))) |
| 54 | + out <- bind_rows(subs2) |
| 55 | + toc(log = FALSE) |
| 56 | + out |
| 57 | +} |
| 58 | + |
| 59 | +new2_group <- function(data, utility) { |
| 60 | + ufuns <- compile_utility_list(utility) |
| 61 | + dt <- setDT(data) |
| 62 | + tic("NEW2-GROUP (loop)") |
| 63 | + for (g in seq_along(ufuns)) { |
| 64 | + fns <- ufuns[[g]] |
| 65 | + dt[group == g, (names(fns)) := lapply(fns, function(f) f(.SD))] |
| 66 | + } |
| 67 | + toc(log = FALSE) |
| 68 | + as.data.frame(dt) |
| 69 | +} |
| 70 | + |
| 71 | +new3_group <- function(data, utility) { |
| 72 | + ufuns <- compile_utility_list(utility) |
| 73 | + dt <- setDT(data) |
| 74 | + varnames <- names(ufuns[[1]]) |
| 75 | + tic("NEW3-GROUP (by=group)") |
| 76 | + dt[, (varnames) := lapply(ufuns[[.BY$group]], function(f) f(.SD)), by = group] |
| 77 | + toc(log = FALSE) |
| 78 | + as.data.frame(dt) |
| 79 | +} |
| 80 | + |
| 81 | +# 4) Run & validate --------------------------------------------------------- |
| 82 | +res_old <- old_group(df, utility_list) |
| 83 | +res_new1 <- new1_group(df, utility_list) |
| 84 | +res_new2 <- new2_group(df, utility_list) |
| 85 | +res_new3 <- new3_group(df, utility_list) |
| 86 | + |
| 87 | +stopifnot( |
| 88 | + identical(res_old, res_new1), |
| 89 | + identical(res_new1, res_new2), |
| 90 | + identical(res_new2, res_new3) |
| 91 | +) |
| 92 | +message("✅ All four methods agree on results.") |
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