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zy3Ok__kakzG3+x(Vdy+(j7BS8Zi`HMOL9$bVlnU=PjZPI^glVnf9y3y0zlpoH*x6; zQ+DP6JpgA5?o}j9*r{c^0|E4pRQy|p=-(A~s@wl7-``pC|EW5wb^ABOTCcpnIrd(5 QcGvc>wRS*NT6*954=>|*=Kufz literal 0 HcmV?d00001 diff --git a/week8/slides.qmd b/week8/slides.qmd index 5babf1f..d1315e7 100644 --- a/week8/slides.qmd +++ b/week8/slides.qmd @@ -38,6 +38,382 @@ source(here::here("course_info.R")) * Assignment 3 due 10 May * Assignment 4 due 24 May +# Programming paradigms + +## Programming paradigms + +::: {.callout-note icon=false title="Functional programming (W5)"} +* Functions are created and used like any other object. +* Output should only depend on the function's inputs. +::: + +. . . + +::: {.callout-note icon=false title="Object-oriented programming (W6-W7)"} +* Functions are associated with object types. +* Methods of the same 'function' produce object-specific output. +::: + +## Programming paradigms + +::: {.callout-note icon=false title="Reactive programming (W8)"} +* Objects are expressed using code based on inputs. +* When inputs change, the object's value updates. +::: + +::: {.callout-note icon=false title="Literate programming (W8)"} +* Natural language is interspersed with code. +* Aimed at prioritising documentation/comments. +* Now used to create reproducible reports/documents. +::: + +# Reactive programming + +## Regular (imperative) programming + +Consider how code is usually evaluated... + +```{r, eval = FALSE} +a <- 1 +b <- 2 +x <- a + b +x +``` + +What is `x`? + +```{r, eval = FALSE} +a <- -1 +x +``` + +What is `x` now? + +## Regular (imperative) programming + +::: {.callout-tip title="Predictable programming"} +All programming we've seen so far evaluates code in sequential order, line by line. + +\hspace{1em} + +Since `x` was not re-evaluated, its value stays the same even when its inputs have changed. +::: + + + + + +## Reactive programming + +Within a reactive programming paradigm, objects *react* to changes in their inputs and automatically update their value! + +. . . + +::: {.callout-warning title="Disclaimer"} +Reactive programming is a broad and diverse paradigm, we'll focus only on the basic concepts and how they apply in shiny applications. +::: + +## Reactive programming + +We can implement *reactivity* with functions & environments. + +```{r} +library(rlang) +react <- function(e) new_function(alist(), expr(eval(!!enexpr(e)))) +``` + +We'll learn how this function works later (metaprogramming). + +Reactive programming is also smarter about *'invalidation'*, results are **cached and reused** if the inputs aren't changed. + +## Reactive programming + +How does reactive programming differ? + +```{r, eval = FALSE} +a <- 1 +b <- 2 +y <- react(a + b) +y() +``` + +What is `y`? + +```{r, eval = FALSE} +a <- -1 +y() +``` + +What is `y` now? + +## Reactive programming + +::: {.callout-tip title="(Un)predictable programming?"} +Reactive programming can be disorienting! + +\hspace{1em} + +Reactive objects *invalidate* whenever their inputs change, and so its value will be recalculated and stay up-to-date. +::: + +## Reactive programming + +::: {.callout-caution title="Your turn!"} + + + + + + + +```{r, eval = FALSE} +a <- 1 +b <- 2 +y <- react(a + b) +y() +``` + +When was `a + b` evaluated? + +\vspace{1em} + +How does this differ from ordinary (imperative) code? +::: + +## Imperative and declarative programming + +\fontsize{13}{13}\sf +::: {.callout-note icon=false title="Imperative programming"} +* Specific commands are carried out immediately. +* Usually direct and exact instructions. +* e.g. read in data from this file. +::: + +::: {.callout-note icon=false title="Declarative programming"} +* Specific commands are carried out when needed. +* Expresses higher order goals / constraints. +* e.g. make sure this dataset is up to date every time I see it. +::: + +## Imperative and declarative programming + +::: {.callout-note icon=false title="Mastering Shiny: Chapter 3 (Basic Reactivity)"} +With imperative code you say “Make me a sandwich”. + +\hspace{1em} + +With declarative code you say “Ensure there is a sandwich in the refrigerator whenever I look inside of it”. + +\hspace{1em} + +*Imperative code is **assertive**; * + +*declarative code is **passive-aggressive**.* +::: + + + +## Use cases for reactive programming + +\fontsize{13}{13}\sf +::: {.callout-important title="Use-less cases"} +This paradigm is rarely needed or used in R for data analysis. +::: + +::: {.callout-tip title="Useful cases"} +Reactive programming is useful for developing user applications (including web apps!). + +\vspace{1em} + +In R, the shiny package uses reactive programming for writing app interactivity. +::: + + + + + + + +# Shiny + +## A shiny app + +Most shiny apps are organised into several files. + +* `ui.R`: The specification of the user interface +* `server.R`: The reactive code that defines app behaviour +* `global.R`: Static global objects used across app +* `www/`: Folder for your web data (images, css, js, etc.) + +Simple apps can consist of only an `app.R` script. + +## Hello *shiny*! + +::: {.callout-caution title="Follow along!"} +Create a shiny app. Save this code as `app.R`. + +```r +library(shiny) +ui <- fluidPage( + textInput("name", "Enter your name: "), + textOutput("greeting") +) +server <- function(input, output, session) { + output$greeting <- renderText({ + sprintf("Hello %s", input$name) + }) +} +shinyApp(ui, server) +``` +::: + +## Hello *shiny*! + +::: {.callout-caution title="Follow along!"} +Launch the app by clicking **Run App**. + +\vspace{1em} + +Use the text input field and see how the webpage changes. + +\vspace{1em} + +Look at the server code to see how it 'reacts'. +::: + + +## Shiny reactivity + +Reactivity in shiny comprises of: + +* Reactive **sources** (inputs): + + UI inputs `input*()` and values `reactiveValues()` + +* Reactive **conductors** (intermediates): + + Expressions `reactive()` and events `eventReactive()` + +* Reactive **endpoints** (results): + + UI outputs `render*()` and side-effects `observe()` + +## Reactive graphs + +![](../diagrams/reactive/react-graph.png) + +The reactivity of an app can be visualised with a graph. + +## Reactive graphs + +![](../diagrams/reactive/reactlog-components.png) + +The graph shows relationships between reactive elements. + +## reactlog + +\fontsize{12}{12}\sf + +The [reactlog package](https://rstudio.github.io/reactlog/) allows you to visualise an app's **reactive graph**. + +To **enable logging** of an app's behaviour, run: + +```{r, eval = FALSE} +reactlog::reactlog_enable() +``` + +Then **start, use, and stop your app** to fill the log. + +View the log with: + +```{r, eval = FALSE} +shiny::reactlogShow() +``` + +Or while your Shiny app is running, press the key combination Ctrl+F3 (Mac: Cmd+F3) to see the reactive log. + +## Hello *reactlog*! + +::: {.callout-caution title="Follow along!"} +Create a reactive log of the *hello shiny* app. + +\vspace{1em} + +Start reactlog, then open the app and enter your name. + +\vspace{1em} + +Close the app and view the log, see how the app reacts to changes to the input text. +::: + +## Reactive expressions + +Reactive expressions are used in the shiny server as intermediate calculations. + +They are expressions wrapped with `reactive()`. + +For example: + +```{r, eval = FALSE} +simulation <- reactive(rnorm(input$n_samples)) +``` + +. . . + +The up-to-date value is obtained with `simulation()`. + +Whenever the input ID `n_samples` changes, the reactive expression `simulation` *invalidates*. + +## Reactive expressions + +::: {.callout-caution title="Follow along!"} +Use a reactive expression to convert the name to ALLCAPS. + +\vspace{1em} + +Look at the reactive graph and see how it changes. +::: + +## Preventing reactivity + +Equally important to telling shiny **how** to react to changes, is describing **when** reactions should (not) occur. + +\ + +. . . + +The most useful way to prevent reactivity is with `req()`. + +It is similar to `stop()`, silently ending the reactive chain. + +`req()` *'requires'* inputs to be 'truthy' (not FALSE or empty). + + + +## Preventing reactivity + +::: {.callout-caution title="Follow along!"} +Use `req()` to prevent reactivity until text is entered. + +\vspace{1em} + +Update `req()` to require at least 3 characters inputted. +::: + +## Preventing reactivity + +Other ways reactivity might be prevented include: + +* Event reactivity + + * `eventReactive(rnorm(input$n_samples), input$go)` + * `observeEvent(input$go, message("Go!"))` + +* Rate limiting + + * `throttle(reactive())`: limits update frequency + * `debounce(reactive())`: waits for changes to stop + # Literate programming ## Literate programming