Example: A Tensorboard Application

This example demonstrates how to create and run a Tensorboard application and view the associated UI while in an active session.

Create a new, blank project and run an R console. Create the files, ui.R and server.R, in the project, and copy the contents of the following example files provided by Shiny by RStudio:

R

# ui.R

library(shiny)

# Define UI for application that draws a histogram
shinyUI(fluidPage(

  # Application title
  titlePanel("Hello Shiny!"),

  # Sidebar with a slider input for the number of bins
  sidebarLayout(
    sidebarPanel(
      sliderInput("bins",
                  "Number of bins:",
                  min = 1,
                  max = 50,
                  value = 30)
    ),

    # Show a plot of the generated distribution
    mainPanel(
      plotOutput("distPlot")
    )
  )
))
R
# server.R 

library(shiny)

# Define server logic required to draw a histogram
shinyServer(function(input, output) {

  # Expression that generates a histogram. The expression is
  # wrapped in a call to renderPlot to indicate that:
  #
  #  1) It is "reactive" and therefore should re-execute automatically
  #     when inputs change
  #  2) Its output type is a plot

  output$distPlot <- renderPlot({
    x    <- faithful[, 2]  # Old Faithful Geyser data
    bins <- seq(min(x), max(x), length.out = input$bins + 1)

    # draw the histogram with the specified number of bins
    hist(x, breaks = bins, col = 'darkgray', border = 'white')
  })
})
Run the following code in the interactive workbench prompt to install the Shiny package, load the library into the engine, and run the Shiny application.

R

install.packages('shiny') 

library('shiny')

runApp(port=as.numeric(Sys.getenv("CDSW_PUBLIC_PORT")), host="127.0.0.1", launch.browser="FALSE")
Finally, to access the web application, either:
  • Click the grid icon in the upper right hand corner of the Cloudera Data Science Workbench web application, and select the Shiny UI, Hello Shiny!, from the dropdown.
  • Access the web application directly by visiting the URL: https://public-[session-id].[CML host]/
The UI will be active as long as the session is still running.