Non-Standard Evaluation

This vignette briefly illustrates some examples of tracing parameters evaluated in non-standard ways. This first examples demonstrates that parameter values are captured at the initial point of function entry.

eval_x_late_NSE <- function (x, y) {
    y <- 10 * y
    eval (substitute (x))
}
inject_tracer (eval_x_late_NSE)
eval_x_late_NSE (y + 1, 2:3)
#> [1] 21 31
res <- load_traces ()
res$par_name
#> [1] "x" "y"
res$uneval
#> $x
#> [1] "y + 1"
#> 
#> $y
#> [1] "2:3"
res$eval
#> $x
#> [1] 3 4
#> 
#> $y
#> [1] 2 3

The parameter x is evaluated at the point of function entry as y + 1 which, with a value of y = 2:3, gives the expected evaluated result of x = 3:4, while the function ultimately returns the expected values of (10 * 2:3) + 1, or 21 31, because the first line of y <- 10 * y is evaluated prior to substituting the value passed for x of y + 1.

The second example specifies a default value of x = y + 1, with the actual call passing no value, and thus having "NULL" in the unevaluated version, while evaluated versions remain identical.

clear_traces () # clear all preceding traces
eval_x_late_standard <- function (x = y + 1, y, z = y ~ x) {
    y <- 10 * y
    x
}
inject_tracer (eval_x_late_standard)
eval_x_late_standard (, 2:3)
#> [1] 3 4
res <- load_traces ()
res$par_name
#> [1] "x" "y" "z"
res$uneval
#> $x
#> [1] "NULL"
#> 
#> $y
#> [1] "2:3"
#> 
#> $z
#> [1] "NULL"
res$eval
#> $x
#> [1] 3 4
#> 
#> $y
#> [1] 2 3
#> 
#> $z
#> y ~ x
#> <environment: 0x55e34b2d9298>

The traces produced by typetracer also include a column, formal, which contains the default values specified in the definition of eval_x_late_standard():

res$formal
#> $x
#> y + 1
#> 
#> $y
#> 
#> 
#> $z
#> y ~ x

Those three columns of formal, uneval, and eval thus contain all definitions for all parameters passed to the function environment, in the three possible states of:

1. Formal or default values (by definition, in an unevaluated state);
2. The unevaluated state of any specified parameters; and
3. The equivalent versions evaluated within the function environmental.