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---
title: "{shinyValidator}: toward a new audit process for Shiny apps quality through CI/CD"
subtitle: '`r Sys.Date()`'
author: "SCC"
date: '`r Sys.Date()`'
output:
xaringan::moon_reader:
lib_dir: assets/libs
css:
- assets/css/js4shiny-xaringan-base.css
- assets/css/tachyons.min.css
#- assets/css/animate.css
- assets/css/js4shiny-xaringan-extra.css
- assets/css/custom.css
- https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css
includes:
after_body: assets/html/js4shiny-includes.html
seal: false
chakra: assets/js/remark-latest.min.js
nature:
beforeInit: [
"https://cdn.jsdelivr.net/npm/[email protected]/dist/jquery.min.js",
"assets/js/custom.js"
]
ratio: 16:9
slideNumberFormat: "%current%"
highlightStyle: docco
highlightLines: true
countIncrementalSlides: false
---
class: inverse, center, title-slide, middle
```{r setup, include=FALSE}
library(emo)
library(shiny)
library(countdown)
library(magrittr)
options(htmltools.dir.version = FALSE)
knitr::opts_chunk$set(
fig.width = 10, fig.height = 6, fig.retina = 2,
warning = FALSE, message = FALSE
)
#xaringanExtra::use_search(show_icon = TRUE)
xaringanExtra::use_tile_view()
xaringanExtra::use_share_again()
xaringanExtra::use_clipboard()
xaringanExtra::use_tachyons()
xaringanExtra::use_fit_screen()
xaringanExtra::use_panelset()
xaringanExtra::use_extra_styles(
hover_code_line = TRUE, #<<
mute_unhighlighted_code = TRUE #<<
)
```
## {shinyValidator}: toward a new audit process for Shiny apps quality through CI/CD
###### AppsilonConf 2022 `r format(Sys.time(), "%b %d")`
.flex.tc[
.w-30.mr3.center[
<img class="br-100" width="100px" height="100px" src="assets/images/jpeg/david.jpeg" class="svg-img"/>
<br>
.f5[David Granjon]
.small[Senior Expert Data Scientist]
]
]
```{r js4shiny, echo=FALSE}
js4shiny::html_setup(stylize = c("fonts", "variables", "code"))
```
---
class: header_background
# <img src="assets/images/svg/shiny.svg" width="5%" style="display: inline; margin: auto;" class="svg-img"/> apps may look amazing ...
<br/>
`{Shiny}` is about __10__ years old 😲😲😲.
--
Today, many tools can make your apps __shining__...
.center[
```{r, echo = FALSE, out.width='20%'}
knitr::include_graphics("assets/images/jpeg/outstanding-shiny.jpg")
```
]
---
class: header_background
# Clothes don't make the man
<br/>
Yet ... too many __unexplained__ syndromes:
--
- The well known "It worked for me ... but not for you" 🤷♀️
- The famous "It was fine yesterday" 😎
- And many others...
---
class: header_background
# Clothes don't make the man
<br/>
.center[
<img src="assets/images/svg/404.svg" width="40%" style="display: block; margin: auto;" class="svg-img"/>
]
Your app may be as beautiful and as cool as you want, it is __useless__ if it does not start/run.
---
class: header_background
# Most Shiny apps are "just" prototypes
<br/>
Why is my app not starting/running ❓
--
Possible answers:
- __Quickly__ developed, no planning 😱
- No code quality __management__ 😱
- No __tests__ 😱
- ...
--
This must stop `r ji("smiling_imp")`!
---
class: header_background
# About software validation
<br/>
Check that a product is __conform__ to initial __requirements__ (Software engineering).
--
For Shiny apps:
- __Reliability__: is the app doing what it is intended to do?
- __Stability__: how often does it crash?
- __Performance/Availability__: is the app fast enough to handle multiple concurrent users?
--
In practice, a few apps meet all these requirements `r ji("smiling_imp")`.
How do we transition from __prototypes__ to __production-ready__ tools ❓
---
class: inverse center middle title-slide-without-bg title-slide
# 1. Production Ready Shiny Apps
```{r, echo = FALSE, out.width='20%', fig.align='center'}
knitr::include_graphics("assets/images/jpeg/engineering-shiny.jpg")
```
---
class: header_background
# Consolidate Shiny apps projects
<br/>
.panelset[
.panel[.panel-name[Package your app]
.center[
<img src="assets/images/svg/golem.svg" width="10%" style="display: block; margin: auto;" class="svg-img"/>
]
- Easier checking, linting, documentation and testing.
- Just ... __easier__. 😀
]
.panel[.panel-name[Manage your __dependencies__]
.center[
<img src="assets/images/svg/renv.svg" width="10%" style="display: block; margin: auto;" class="svg-img"/>
]
- Fix package versions.
- Increased __reproducibility__.
]
.panel[.panel-name[__Test__ your code]
.center[
<img src="assets/images/svg/testthat.svg" width="10%" style="display: inline; margin: auto;" class="svg-img"/>
]
- Unit tests: test business logic.
- Server testing: test how Shiny modules or pieces work together (with reactivity).
- UI testing: test UI components, snapshots, headless-testing (`{shinytest2}`).
]
.panel[.panel-name[Optimize]
Are there bottlenecks?
- __Load__ testing: How does the app behave with 10 simultaneous user? `{shinyloadtest}`.
- __Profiling__: What part of my app is slow?`{profvis}`.
- Reactivity: Are there any reactivity issues? <img src="assets/images/svg/reactlog.svg" width="10%" style="display: inline; margin: auto;" class="svg-img"/>.
]
]
---
class: header_background
# Stop ... I am lost ...
<br>
.center[
<img src="assets/images/svg/sad.svg" width="40%" style="display: block; margin: auto;" class="svg-img"/>
]
- There are just so many tools! How to use them properly?
- Is there a way to __automate__ all of this? I just don't have time ... 😞
---
class: inverse center middle title-slide-without-bg title-slide
# 3. Leveraging CI/CD
---
class: header_background
# What, why and how?
<br>
.panelset[
.panel[.panel-name[What]
- Continuous integration: automatically __check__ new features. 🏥
- Continuous deployment: automatically __deploy__ content. ✉️
- Running on a __remote__ environment ☁️:
- [Github Actions](https://github.com/features/actions).
- [Jenkins](https://www.jenkins.io/).
- [Gitlab CI/CD](https://docs.gitlab.com/ee/ci/).
]
.panel[.panel-name[Benefits]
- __Automated__.
- More __reproducible__ (more os/R flavors available).
- __Time saver__.
- Less duplication.
]
.panel[.panel-name[How?]
Not easy 😢
- Select __DevOps__ platform (GitLab, GitHub, ...).
- Add __version control__ (git knowledge).
- Build custom GitLab runner (optional).
- Write __CI/CD instructions__ (better support for GitHub).
- Enjoy ...
Can't we make things easier❓
]
]
---
class: inverse center middle title-slide-without-bg title-slide
# 4. Welcome {shinyValidator}
---
class: header_background
# {shinyValidator}
<br>
.panelset[
.panel[.panel-name[Purpose]
- __Eases__ Shiny Apps validation:
- __Provides__ plug and play CI/CD pipelines.
- __Lints__ and __checks__ the package code.
- Performs a Shiny app __crash test__.
- Displays __outputs__ differences: plots, htmlwidgets.
- Measure __performance__: load-test, profiling and reactivity checkup.
All is __integrated__ into a nice HTML report.
]
.panel[.panel-name[Requirements]
- Requires a __package__, especially with `{golem}`.
- Control R __dependencies__ with `{renv}`.
- Requires __git__ + remote repository.
- Have __unit tests__.
]
.panel[.panel-name[Setup]
- Install it:
.small[
```{r, eval=FALSE}
remotes::install_github("Novartis/shinyValidator")
```
]
- Run `use_validator("github")` (for Github Actions).
- `devtools::document()`.
- Run `renv::snapshot()` to capture dependencies.
- Commit, push and enjoy. 🚀
]
]
---
class: header_background
# {shinyValidator}: audit app
<br>
`audit_app()` main package function:
.pull-left.small[
```r
audit_app(
timeout = 5,
headless_actions = NULL,
workers = 5,
scope = c("DMC", "POC"),
output_validation = TRUE,
coverage = TRUE,
load_testing = TRUE,
profile_code = TRUE,
check_reactivity = TRUE,
flow = TRUE
)
```
]
.pull-right[
```{r shinyvalidator-overview, echo=FALSE, out.width='100%'}
knitr::include_graphics("assets/images/png/shinyValidator.png")
```
]
---
class: header_background
# Live Demo
<br>
Because a demo is better than 30 slides.
---
class: header_background
# Thanks 🙏🏻
<br>
- Barret Schloerke (RStudio).
- Peter Krusche (Novartis).
- Lucas Widmer (Novartis).
- Janice Branson (Novartis).
- Technology & Innovation Team (Novartis): Aleks, Bo, Marie, Dave, David, Mustapha, Ardalan, Bill and Stefan.
- Christophe Dervieux (RStudio).
- Sebastien Rochette (ThinkR).
- Romain Lesur (Insee).
- Katerina Limpitsouni (unDraw, illustrations).
---
# Follow me
<br>
- <img src="assets/images/svg/twitter.svg" width="5%" style="display: inline; margin: auto;" class="svg-img"/> [Twitter](https://twitter.com/divadnojnarg).
- <img src="assets/images/svg/github.svg" width="5%" style="display: inline; margin: auto;" class="svg-img"/> [Github](https://github.com/DivadNojnarg).