class: center, middle, inverse, title-slide # Headless Chr
me
Automation with
## About the crrri package ### Romain Lesur & Christophe Dervieux ### useR! 2019 - 2019/07/12Toulouse - France --- .row[ .column[ .left[### A web browser is like a shadow puppet theater]  ] .column[ ### </br></br>  .right[### With behind the scene the puppet master] ] ] ??? From : https://commons.wikimedia.org/wiki/File:Ratchaburi_Shadow_Puppet_Museum_(Wat_Khanon)_3.jpg Mr.Niwat Tantayanusorn, Ph.D. [CC BY-SA 4.0 (https://creativecommons.org/licenses/by-sa/4.0)] --- # Using a headless browser .center[ .big[Be the stage director...] .big[... and fully decide what should be done...] .big[... *but in the dark !* 🙈] .big[**No visual interface** to see the result of your actions] ] .pull-left[  ] .pull-right[  ] --- ## Chrome Headless mode and the Devtools protocol **Full control of Chrome** using Node.js modules like `puppeteer`, `chrome-remote-interface` .center[.small[https://chromedevtools.github.io/devtools-protocol/]] Interact with the protocol using json messages exchange through **websockets**. .center[] --- # You may already know other R related work - [RSelenium](http://ropensci.github.io/RSelenium/) (@ropensci) client for Selenium WebDriver, requires a **`Selenium` server (Java)**. - [webshot](http://wch.github.io/webshot/) (@wch), [webdriver](https://github.com/rstudio/webdriver) (@rstudio) relies on the abandoned **`PhantomJS`** library. - [htmlunit](https://gitlab.com/hrbrmstr/htmlunit) (@hrbrmstr) uses the **`HtmlUnit` Java library**. - [splashr](https://gitlab.com/hrbrmstr/splashr) (@hrbrmstr) works with the **`Splash` JavaScript Rendering Service** - [decapitated](https://gitlab.com/hrbrmstr/decapitated) (@hrbrmstr) uses **headless Chrome command-line** instructions or the **Node.js gepetto module** (built-on top of the puppeteer Node.js module) - [chradle](https://github.com/MilesMcBain/chradle) (@MilesMcBain), first tests for driving Chromium/Chrome from R using a websocket connection. An inspiration for `crrri` --- # What is different with the crrri package ? .big[<svg style="height:32pt;fill:#6c71c4;" viewBox="0 0 496 512"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg> https://github.com/RLesur/crrri/] .big[Have the full control of <svg style="height:18pt;fill:#6c71c4;" viewBox="0 0 496 512"><path d="M131.5 217.5L55.1 100.1c47.6-59.2 119-91.8 192-92.1 42.3-.3 85.5 10.5 124.8 33.2 43.4 25.2 76.4 61.4 97.4 103L264 133.4c-58.1-3.4-113.4 29.3-132.5 84.1zm32.9 38.5c0 46.2 37.4 83.6 83.6 83.6s83.6-37.4 83.6-83.6-37.4-83.6-83.6-83.6-83.6 37.3-83.6 83.6zm314.9-89.2L339.6 174c37.9 44.3 38.5 108.2 6.6 157.2L234.1 503.6c46.5 2.5 94.4-7.7 137.8-32.9 107.4-62 150.9-192 107.4-303.9zM133.7 303.6L40.4 120.1C14.9 159.1 0 205.9 0 256c0 124 90.8 226.7 209.5 244.9l63.7-124.8c-57.6 10.8-113.2-20.8-139.5-72.5z"/></svg> from <svg style="height:20pt;fill:#6c71c4;" viewBox="0 0 581 512"><path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"/></svg> **without Java, NodeJS or any server**] .big[Low-level API inspired by the [chrome-remote-interface](https://github.com/cyrus-and/chrome-remote-interface) JS module **gives access to 500+ functions to control Chrome**] .big[Dedicated to advanced uses / R packages developers] .big[Also compatible with Opera, EdgeHtml and Safari] Only on github for now: `remotes::install_github("rlesur/crrri")` --- # What is different with the crrri package ? .big[<svg style="height:32pt;fill:#6c71c4;" viewBox="0 0 496 512"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg> https://github.com/RLesur/crrri/] .big[Have the full control of <svg style="height:18pt;fill:#6c71c4;" viewBox="0 0 496 512"><path d="M131.5 217.5L55.1 100.1c47.6-59.2 119-91.8 192-92.1 42.3-.3 85.5 10.5 124.8 33.2 43.4 25.2 76.4 61.4 97.4 103L264 133.4c-58.1-3.4-113.4 29.3-132.5 84.1zm32.9 38.5c0 46.2 37.4 83.6 83.6 83.6s83.6-37.4 83.6-83.6-37.4-83.6-83.6-83.6-83.6 37.3-83.6 83.6zm314.9-89.2L339.6 174c37.9 44.3 38.5 108.2 6.6 157.2L234.1 503.6c46.5 2.5 94.4-7.7 137.8-32.9 107.4-62 150.9-192 107.4-303.9zM133.7 303.6L40.4 120.1C14.9 159.1 0 205.9 0 256c0 124 90.8 226.7 209.5 244.9l63.7-124.8c-57.6 10.8-113.2-20.8-139.5-72.5z"/></svg> from <svg style="height:20pt;fill:#6c71c4;" viewBox="0 0 581 512"><path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"/></svg> **without Java, NodeJS or any server**] .big[Low-level API inspired by the [chrome-remote-interface](https://github.com/cyrus-and/chrome-remote-interface) JS module **gives access to 500+ functions to control Chrome**] .big[Dedicated to advanced uses / R packages developers] .big[Also compatible with Opera, EdgeHtml and Safari] Only on github for now: `remotes::install_github("rlesur/crrri")` --- # How to interact from R with Chrome ? Headless Chrome can be controlled using the **Chrome DevTools Protocol (CDP)** 1. Launch Chrome in headless mode 2. Connect R to Chrome through websockets 3. Build an **asynchronous** function that - sends CDP commands to Chrome - listens to CDP events from Chrome 4. Execute this async flow with R </br> .center[The goal of {crrri} is to **ease these steps**.] .footnote[Requirement: You need to install chrome or [chromium](https://chromium.woolyss.com/#notes)] --- # Play with it from RStudio IDE 1.2 ```r library(crrri) # launch headless Chrome chrome <- Chrome$new() # Inspect Headless chrome inside Rstudio viewer client <- chrome$connect(callback = ~.x$inspect()) ``` .center[] --- ## First step : Go to a page Use a domain and its commands or event listeners ```r # extract a domain from the protocol to work with Page <- client$Page # Send the 'Page.navigate' command from the protocol Page$navigate(url = "http://user2019.r-project.org/") ``` .center[] --- # One example: Web Scraping .left-column[ #### Using `promises` package to build aynchronous function to perform with chrome #### An API close to Javascript ] .right-column[ ```r # Build an aynchronous flow - the puppet library(crrri) dump_DOM <- function(client) { Page <- client$Page Runtime <- client$Runtime Page$enable() %...>% { Page$navigate( url = 'http://user2019.r-project.org/talk_schedule/' )} %...>% { Page$loadEventFired() } %>% wait(3) %...>% { * Runtime$evaluate( expression = 'document.documentElement.outerHTML' ) } %...>% { writeLines(.$result$value, "users2019-talks.html") } } # and execute it using chrome - be the puppet master *perform_with_chrome(dump_DOM) ``` ] --- # One example: Web Scraping .left-column[ #### Using `promises` package to build aynchronous function to perform with chrome #### An API close to Javascript ] .right-column[ ```r # Build an aynchronous flow - the puppet library(crrri) dump_DOM <- function(client) { Page <- client$Page Runtime <- client$Runtime Page$enable() %...>% { Page$navigate( url = 'http://user2019.r-project.org/talk_schedule/' )} %...>% { Page$loadEventFired() } %>% wait(3) %...>% { * Runtime$evaluate( expression = 'document.documentElement.outerHTML' ) } %...>% { writeLines(.$result$value, "users2019-talks.html") } } # and execute it using chrome - be the puppet master *perform_with_chrome(dump_DOM) ``` ] --- # What is also possible ? .pull-left[ ### Print PDF ```r print_pdf <- function(client) { Page <- client$Page Page$enable() %...>% { Page$navigate( url = "https://r-project.org/" ) # await the load event Page$loadEventFired() } %...>% { * Page$printToPDF() } %...>% # await PDF reception write_base64("r_project.pdf") } # To modify depending on the page # content (JS libraries…) perform_with_chrome(print_pdf) ``` ] .pull-right[ ### Screenshot and Device emulation ```r Emulation$setDeviceMetricsOverride( width = 375, height = 667, mobile = TRUE, deviceScaleFactor = 2 ) ``` ### Screencast * `Page$screencastFrame` * `Page$startScreencast` * `Page$stopScreencast` .center[[Exemple on YouTube](https://youtu.be/VFAhPAdzTFY)] ] --- class: middle, center # Questions ? .center[ See also [uRos2019 talk by R.Lesur](https://speakerdeck.com/rlesur/headless-chrome-automation-with-r-the-crrri-package) </br> **We welcome feebacks, issues and ideas !** </br> Tell us how you would use `crrri` ] .center[ https://rlesur.github.io/crrri/ </br> ] .row[ .column[ .row[ .column[ <svg style="height:40px;fill:#6c71c4;" viewBox="0 0 496 512"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 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style="height:40px;fill:#6c71c4;" viewBox="0 0 512 512"><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z"/></svg> </br>@RLesur ] ] ] ] --- class: middle, center # Questions ? .center[ See also [uRos2019 talk by R.Lesur](https://speakerdeck.com/rlesur/headless-chrome-automation-with-r-the-crrri-package) </br> **We welcome feebacks, issues and ideas !** </br> Tell us how you would use `crrri` ] .center[ https://rlesur.github.io/crrri/ </br> ] .row[ .column[ .row[ .column[ <svg style="height:40px;fill:#6c71c4;" viewBox="0 0 496 512"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 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.column[ <svg style="height:40px;fill:#6c71c4;" viewBox="0 0 512 512"><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z"/></svg> </br>@RLesur ] ] ] ]