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Merge pull request #212 from jpthiele/randomness-R
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Add R tab to randomness test design (Yahtzee)
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bast authored Mar 24, 2024
2 parents 304779d + f7b3497 commit c7c79b6
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35 changes: 35 additions & 0 deletions content/code/R/yahtzee.R
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#' Roll a fair die num_dice times.
#' Collect as many of the same dice side as possible.
#'
#' @return A vector of die throw results
roll_dice <- function(num_dice) {
ceiling(runif(num_dice, 0, 6))
}

#' Play yahtzee with 5 6-sided dice and 3 throws.
#' Collect as many of the same dice side as possible.
#'
#' @return The number of same sides
yahtzee <- function() {
res <- roll_dice(5)
most_common_side <- as.numeric(names(table(res)[which.max(table(res))]))[1]
how_often <- as.vector(table(res)[which.max(table(res))])[1]

# we keep the most common side
target_side <- most_common_side
num_same_sides <- how_often
if (num_same_sides == 5) {
return(5)
}

# second and third throw
for (i in 2:3) {
throw <- roll_dice(5 - num_same_sides)
num_same_sides <- num_same_sides + sum(throw == target_side)

if (num_same_sides == 5) {
return(5)
}
}
return(num_same_sides)
}
18 changes: 18 additions & 0 deletions content/code/R/yahtzee_sol.R
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if (!require(testthat)) install.packages(testthat)

test_that("dice is working", {
set.seed(42)
expect_equal(roll_dice(5), c(6, 6, 2, 5, 4))
expect_equal(roll_dice(5), c(4, 5, 1, 4, 5))
expect_equal(roll_dice(5), c(3, 5, 6, 2, 3))
})


test_that("yahtzee is working", {
n_games <- 1e6 #could be very slow, when in doubt change to 1e4

n_winning <- sum(replicate(n_games, yahtzee()) == 5)
res <- (n_winning / n_games)
expected <- 0.046
expect_lt(abs(res - expected), 0.003)
})
14 changes: 14 additions & 0 deletions content/test-design.md
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Expand Up @@ -607,6 +607,13 @@ many strategies exist:
```
````
````{group-tab} R
```{literalinclude} code/R/yahtzee.R
:language: R
```
````
````{group-tab} Julia
```{literalinclude} code/julia/yahtzee.jl
Expand All @@ -633,6 +640,13 @@ many strategies exist:
```
````
````{group-tab} R
```{literalinclude} code/R/yahtzee_sol.R
:language: R
```
````
````{group-tab} Julia
```{literalinclude} code/julia/yahtzee_sol.jl
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