shiny.worker
shiny.worker
allows you to delegate heavy computation tasks to a separate process,
such that it does not freeze your Shiny app.
How to install?
remotes::install_github("Appsilon/shiny.worker")
Example
See live example here.
How to use it?
Initialise your worker at the beggining of your app.
worker <- initialize_worker()
Then, in the server of your Shiny app define a promise that returns a reactive when your heavy job will be completed.
my_heavy_calculations <- function(args) {
# ...
args
}
# this reactive object is used to trigger the job start,
# but also to pass parameters to the function
reactive_arguments <- reactive({
input$start
list(r = rnorm(1))
})
# resultPromise will be a reactive value with results returned by my_heavy_calculations
resultPromise <- worker$run_job("job1", my_heavy_calculations, args_reactive = reactive_arguments)
resultPromise()$result # contains the result of the calculations
resultPromise()$resolved # contains flag that informs whether the job has finished or not
See more examples in the examples/
folder.
Appsilon
Appsilon is the Full Service Certified RStudio Partner. Learn more
at: appsilon.com or get in touch: dev@appsilon.com
.