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crew + ExtendedTask while keeping track of who requested each result
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library(shiny) | |
library(crew) | |
library(promises) | |
library(bslib) | |
run_task <- function(model, n, delay_secs) { | |
Sys.sleep(delay_secs) | |
model(n) | |
} | |
distUI <- function(id, model, label, n) { | |
ns <- NS(id) | |
card( | |
strong(paste0(label, "(n=", n, ")")), | |
actionButton(ns("resample"), "Resample"), | |
plotOutput(ns("plot"), height="300px") | |
) | |
} | |
distServer <- function(id, controller, model, n, delay_secs) { | |
moduleServer( | |
id, | |
function(input, output, session) { | |
extended_task <- ExtendedTask$new(function(x) x) | |
observe({ | |
req(!is.null(input$resample)) | |
task <- controller$push(command = run_task(model, n, delay_secs), data = list( | |
run_task = run_task, | |
model = model, | |
n = n, | |
delay_secs = delay_secs | |
)) | |
controller$autoscale() # Requires crew >= 0.9.1.9003 | |
extended_task$invoke(as.promise(task) %...>% { .$result[[1]] }) | |
}) | |
output$plot <- renderPlot({ | |
input$resample | |
str(extended_task$result()) | |
hist(extended_task$result()) | |
}) | |
} | |
) | |
} | |
controller <- crew::crew_controller_local(workers = 4, seconds_idle = 10) | |
ui <- page_sidebar(fillable = FALSE, | |
sidebar = sidebar( | |
# distUI("one", runif, "runif", 100) | |
selectInput("dist", "Distribution", list( | |
"Uniform (runif)" = "runif", | |
"Normal (rnorm)" = "rnorm", | |
"Exponential (rexp)" = "rexp" | |
)), | |
numericInput("n", "Sample size (n)", 100), | |
actionButton("add", "Add", class="btn-primary"), | |
hr(), | |
numericInput("delay_secs", "Seconds to take (for debugging)", 2), | |
), | |
layout_columns(id = "results", col_widths = 2, fillable = FALSE) | |
) | |
server <- function(input, output, session) { | |
distfunc <- reactive({ | |
switch(input$dist, | |
runif = runif, | |
rnorm = rnorm, | |
rexp = rexp, | |
req(FALSE) | |
) | |
}) | |
distlabel <- reactive({ | |
switch(input$dist, | |
runif = "Uniform", | |
rnorm = "Normal", | |
rexp = "Exponential", | |
req(FALSE) | |
) | |
}) | |
observeEvent(input$add, { | |
id <- paste0("panel_", sample.int(99999999, 1)) | |
insertUI("#results", where = "beforeEnd", distUI( | |
id, distfunc(), distlabel(), input$n | |
)) | |
distServer(id, controller, distfunc(), input$n, input$delay_secs) | |
}) | |
} | |
shinyApp(ui, server) |
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