[Rd] JIT compiler does not compile closures with custom environments
Duncan Murdoch
murdoch@dunc@n @end|ng |rom gm@||@com
Wed Aug 18 16:33:08 CEST 2021
On 18/08/2021 9:00 a.m., Taras Zakharko wrote:
> I have encountered a behavior of R’s JIT compiler that I can’t quite figure out. Consider the following code:
>
>
> f_global <- function(x) {
> for(i in 1:10000) x <- x + 1
> x
> }
>
> f_env <- local({
> function(x) {
> for(i in 1:10000) x <- x + 1
> x
> }
> })
>
> compiler::enableJIT(3)
>
> bench::mark(f_global(0), f_env(0))
> # 1 f_global(0) 103µs 107.61µs 8770. 11.4KB 0 4384 0
> # 2 f_env(0) 1.1ms 1.42ms 712. 0B 66.3 290 27
>
> Inspecting the closures shows that f_global has been byte-compiled while f_env has not been byte-compiled. Furthermore, if I assign a new environment to f_global (e.g. via environment(f_global) <- new.env()), it won’t be byte-compiled either.
>
> However, if I have a function returning a closure, that closure does get byte-compiled:
>
> f_closure <- (function() {
> function(x) {
> for(i in 1:10000) x <- x + 1
> x
> }
> })()
>
> bench::mark(f_closure(0))
> # 1 f_closure(0) 105µs 109µs 8625. 0B 2.01 4284 1 497ms
>
> What is going on here? Both f_closure and f_env have non-global environments. Why is one JIT-compiled, but not the other? Is there a way to ensure that functions defined in environments will be JIT-compiled?
About what is going on in f_closure: I think the anonymous factory
function() {
function(x) {
for(i in 1:10000) x <- x + 1
x
}
}
got byte compiled before first use, and that compiled its result. That
seems to be what this code indicates:
f_closure <- (function() {
res <- function(x) {
for(i in 1:10000) x <- x + 1
x
}; print(res); res
})()
#> function(x) {
#> for(i in 1:10000) x <- x + 1
#> x
#> }
#> <bytecode: 0x7fb43ec3aa70>
#> <environment: 0x7fb441117ac0>
But even if that's true, it doesn't address the bigger question of why
f_global and f_env are treated differently.
Duncan Murdoch
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