Created
March 30, 2017 13:08
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Shiny - Running a complex process asynchronously to avoid tying up the UI
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## Data creation | |
## | |
## Create a large Excel spreadsheet as a asynchronous process | |
## | |
library(shiny) | |
## Temporary files to store log, script, rds data and excel output | |
logfile <- tempfile() | |
scriptfile <- tempfile() | |
datafile <- tempfile() | |
excelfile <- tempfile() | |
server <- function(input, output, session) { | |
status <- reactiveValues(text = 'Waiting') | |
## Disable download button | |
observe({ | |
session$sendCustomMessage('disableButton', 'butDownload') | |
}) | |
# reactivePoll - look for changes in log file every second | |
logData <- reactivePoll(1000, session, | |
checkFunc = function() { | |
if (file.exists(logfile)) | |
file.info(logfile)$mtime[1] | |
else | |
'' | |
}, | |
valueFunc = function() { | |
if (file.exists(logfile)) | |
readLines(logfile) | |
else | |
'' | |
} | |
) | |
## React to an update in the logfile | |
observe({ | |
if (grepl('COMPLETED', logData())) { | |
session$sendCustomMessage('enableButton', 'butDownload') | |
session$sendCustomMessage('enableButton', 'butCreate') | |
status$text <- 'Completed' | |
} | |
}) | |
## Generate Excel output | |
## Once button is pressed create an R Script and run as a second process | |
## to avoid tying up Shiny | |
observeEvent(input$butCreate, { | |
session$sendCustomMessage('disableButton', 'butDownload') | |
session$sendCustomMessage('disableButton', 'butCreate') | |
status$text <- 'Building' | |
m <- matrix(rexp(input$numRows * input$numCols, rate = 0.1), ncol = input$numCols) | |
## Write data to an rds file | |
saveRDS(m, file = datafile) | |
## Create script file | |
vfile <- c('library(openxlsx)', | |
paste0('m <- readRDS(\"', datafile, '\")'), | |
'wb <- createWorkbook()', | |
'addWorksheet(wb, \"sheet1\")', | |
'writeData(wb, \"sheet1\", m)', | |
paste0('saveWorkbook(wb, \"', excelfile, '\", overwrite = TRUE)'), | |
paste0('fileConn <- file(\"', logfile, '\")'), | |
'writeLines(\"COMPLETED\", fileConn)', | |
'close(fileConn)' | |
) | |
## Save script file | |
fileConn <- file(scriptfile) | |
writeLines(vfile, fileConn) | |
close(fileConn) | |
## Execute script file | |
system(paste0(Sys.getenv('R_HOME'), '/bin/Rscript ', scriptfile), wait = FALSE) | |
}) | |
output$butDownload <- downloadHandler( | |
filename <- function() { | |
'excel-out.xlsx' | |
}, | |
content <- function(file) { | |
file.copy(excelfile, file) | |
} | |
) | |
output$uiStatus <- renderUI( | |
h4(paste0('STATUS: ', status$text), style="color:red;") | |
) | |
output$plt <- renderPlot({ | |
hist(faithful$eruptions, probability = TRUE, breaks = as.numeric(input$n_breaks), | |
xlab = 'Duration (minutes)', main = 'Geyser eruption duration') | |
dens <- density(faithful$eruptions, adjust = input$bw_adjust) | |
lines(dens, col = 'blue') | |
}) | |
} | |
ui <- fluidPage( | |
singleton(tags$head(HTML(' | |
<script type="text/javascript"> | |
$(document).ready(function() { | |
// Enable button | |
Shiny.addCustomMessageHandler("enableButton", function(id) { | |
$("#" + id).removeAttr("disabled"); | |
}); | |
// Disable button | |
Shiny.addCustomMessageHandler("disableButton", function(id) { | |
$("#" + id).attr("disabled", "true"); | |
}); | |
}) | |
</script> | |
') | |
)), | |
fluidRow( | |
column(4, | |
wellPanel( | |
fluidRow( | |
column(6, numericInput('numRows', 'Number of Rows', value = 100000, min = 1000, step = 1000)), | |
column(6, numericInput('numCols', 'Number of Columns', value = 50, min = 10, step = 10)) | |
) | |
), | |
fluidRow( | |
column(11, offset = 1, | |
actionButton('butCreate', 'Create Data', class = 'btn action-button btn-success'), | |
downloadButton('butDownload', 'Download Data', class = 'btn btn-warning'), | |
br(), | |
uiOutput('uiStatus') | |
) | |
) | |
), | |
column(8, | |
wellPanel( | |
fluidRow( | |
column(4, selectInput('n_breaks', label = 'Number of bins:', choices = c(10, 20, 35, 50), selected = 20)), | |
column(4, sliderInput('bw_adjust', label = 'Bandwidth adjustment:', min = 0.2, max = 2, value = 1, step = 0.2)) | |
) | |
), | |
plotOutput('plt') | |
) | |
) | |
) | |
shinyApp(ui = ui, server = server) |
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