Evaluate an R expression while collecting journals from completed futures

capture_journals(expr, substitute = TRUE, envir = parent.frame())

Arguments

expr

The R expression to evaluate

substitute

If TRUE, then expr is substituted, otherwise not.

envir

The environment where expr should be evaluated

Value

A list of FutureJournal:s.

Details

This function evaluates an R expression and capture the journals signaled by futures as they are completed. A future journal comprise a log of events appearing during the life-span of a future, e.g. the timestamps when the future was created, launched, queried, resolved, and its results are collected.

Examples

slow_fcn <- function(x) {
  Sys.sleep(x / 10)
  sqrt(x)
}

plan(multisession, workers = 2)
js <- capture_journals({
  fs <- lapply(3:1, FUN = function(x) future(slow_fcn(x)))
  value(fs)
})

## Summarize all journals
js_all <- Reduce(rbind, js)
print(summary(js_all), digits = 2L)
#> Number of futures: 3
#>   summary  evaluate evaluate_ratio   overhead overhead_ratio  duration
#> 1     min 0.10 secs           0.27 0.058 secs           0.15 0.38 secs
#> 2    mean 0.22 secs           0.56 0.136 secs           0.35 0.39 secs
#> 3  median 0.25 secs           0.63 0.096 secs           0.25 0.39 secs
#> 4     max 0.30 secs           0.76 0.255 secs           0.64 0.40 secs
#> 5   total 0.65 secs           0.56 0.409 secs           0.35 1.17 secs
#>    walltime
#> 1 0.38 secs
#> 2 0.39 secs
#> 3 0.39 secs
#> 4 0.40 secs
#> 5 1.17 secs

## Shut down parallel workers
plan(sequential)