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https://github.com/RLesur/crrri
A Chrome Remote Interface written in R
https://github.com/RLesur/crrri
chrome-devtools chrome-headless r r-package rstats
Last synced: 21 days ago
JSON representation
A Chrome Remote Interface written in R
- Host: GitHub
- URL: https://github.com/RLesur/crrri
- Owner: RLesur
- License: other
- Created: 2018-11-16T18:00:50.000Z (about 6 years ago)
- Default Branch: master
- Last Pushed: 2022-08-22T15:48:30.000Z (over 2 years ago)
- Last Synced: 2024-11-19T23:03:51.577Z (23 days ago)
- Topics: chrome-devtools, chrome-headless, r, r-package, rstats
- Language: R
- Homepage: https://rlesur.github.io/crrri/
- Size: 1.16 MB
- Stars: 157
- Watchers: 10
- Forks: 12
- Open Issues: 34
-
Metadata Files:
- Readme: README.Rmd
- License: LICENSE
Awesome Lists containing this project
- jimsghstars - RLesur/crrri - A Chrome Remote Interface written in R (R)
README
---
output: github_document
---
```{r setup, include = FALSE}
knitr::opts_chunk$set(
collapse = TRUE,
eval = FALSE,
comment = "#>",
fig.path = "man/figures/README-",
out.width = "100%"
)
Sys.unsetenv("DEBUGME")
```
# crrri
[](https://www.tidyverse.org/lifecycle/#experimental)
[](https://codecov.io/gh/RLesur/crrri?branch=master)
[](https://cran.r-project.org/package=crrri)
[](https://github.com/RLesur/crrri/actions)
**Work in progress**
The goal of `crrri` is to provide a native Chrome Remote Interface in R using the [Chrome Debugging Protocol](https://chromedevtools.github.io/devtools-protocol/). This is a low-level implementation of the protocol heavily inspired by the [`chrome-remote-interface`](https://github.com/cyrus-and/chrome-remote-interface) JavaScript library written by [Andrea Cardaci](https://github.com/cyrus-and).
This package is intended to R packages developers who need to orchestrate Chromium/Chrome: **with `crrri`, you can easily interact with (headless) Chromium/Chrome using R**. We worked a lot to provide the most simple API. However, you will have the bulk of the work and learn how the Chrome DevTools Protocol works. Interacting with Chromium/Chrome using the DevTools Protocol is a highly technical task and prone to errors: you will be close to the metal and have full power (be cautious!).
This package is built on top of the [`websocket`](https://github.com/rstudio/websocket) and [`promises`](https://cran.r-project.org/package=promises) packages. The default design of the `crrri` functions is asynchronous: they return promises. You can also use `crrri` with callbacks if you prefer.
We are highly indebted to [Miles McBain](https://github.com/milesmcbain) for his seminal work on [`chradle`](https://github.com/milesmcbain/chradle) that inspired us. Many thanks!
## System requirements
First of all, you **do not need a `node.js` configuration** because **`crrri` is
fully written in R**.
You only need a recent version of Chromium or Chrome. A standalone version works perfectly well on Windows. By default, `crrri` will try to find a chrome binary on your system to use, using the `find_chrome_binary()`. You can tell `crrri` to use a specific version by setting the value of the `HEADLESS_CHROME` environment variable to the path of Chromium or Chrome (this is the same environment variable that is used in [`decapitated`](https://github.com/hrbrmstr/decapitated)). You can check it is set correctly by executing `Sys.getenv("HEADLESS_CHROME")` in your R console.
Otherwise, you can also use the `bin` argument of the `Chrome` class `new()` method to provide the path directly.
```r
chrome <- Chrome$new(bin = "")
```
Note that if ever you don't know where your binary is, you can use directly the `find_chrome_binary()` function, which will try to guess where your binary is (you might neeed to install the package).
This two calls are equivalent
```r
chrome <- Chrome$new(bin = find_chrome_binary())
# the default
chrome <- Chrome$new(bin = NULL)
```
## Installation
You can install the development version of `crrri` from GitHub with:
```{r, eval=FALSE}
remotes::install_github('rlesur/crrri')
```
## Using `crrri` interactively
The `crrri` package is a low-level interface and **is not intended to be used interactively**: the goal of `crrri` is to provide to R developers a set of classes and helper functions to build higher levels functions.
**However, you can discover headless Chrome automation interactively in your R session using `crrri`**. This will help you to learn the [Chrome DevTools Protocol](https://chromedevtools.github.io/devtools-protocol), the `crrri` design and develop higher level functions.
### A short-tour
Assuming that you have configured the `HEADLESS_CHROME` environment variable (see [above](#system-requirements)), you can start headless Chrome:
```{r}
library(crrri)
chrome <- Chrome$new()
```
The `Chrome` class constructor is a **synchronous function**. That means the R session is on hold until the command terminates.
The `$connect()` method of the `Chrome` class will connect the R session to headless Chrome. As the connection process can take some time, the R session does not hold^[most of R users should think that this behavior is weird but it is extremely powerful!]: this is an **asynchronous function**. This function returns a promise which is fulfilled when R is connected to Chrome.
However, you can pass a callback function to the `$connect()` method using its `callback` argument. In this case, the returned object will be a connection object:
```{r}
client <- chrome$connect(callback = function(client) {
client$inspect()
})
```
The `$inspect()` method of the connection object opens the Chrome DevTools Inspector in RStudio (>= 1.2.1335) or in your default web browser (you can have some trouble if the inspector is not opened in Chromium/Chrome). It is convenient if you need to inspect the content of a web page because all that you need is in RStudio.
In order to discover the [Chrome DevTools Protocol](https://chromedevtools.github.io/devtools-protocol) commands and events listeners, it is recommended to extract one of the domains^[a domain is a set of commands, events listeners and types.] from the connection object:
```{r}
Page <- client$Page
```
The `Page` object represents the [`Page` domain](https://chromedevtools.github.io/devtools-protocol/tot/Page). It possesses methods to send commands or listen to specific events.
For instance, you can send to Chromium/Chrome the [`Page.navigate`](https://chromedevtools.github.io/devtools-protocol/tot/Page#method-navigate) command as follows:
```{r}
Page$navigate(url = "http://r-project.org")
```
Once the page is loaded by headless Chrome, RStudio looks like this:
You will see in the R console:
```
```
This is a promise object that is fulfilled when Chromium/Chrome sends back to R a message telling that the command was well-received. This comes from the fact that the `Page$navigate()` function is also asynchronous. All the asynchronous methods possess a `callback` argument. When the R session receives the result of the command from Chrome, R executes this callback function passing the result object to this function. For instance, you can execute:
```{r}
Page$navigate(url = "https://ropensci.org/", callback = function(result) {
cat("The R session has received this result from Chrome!\n")
print(result)
})
```
Once the page is loaded, you will see both the web page and the result object object in RStudio:
To inspect the result of a command you can pass the `print` function to the `callback` argument:
```{r}
Page$navigate(url = "https://ropensci.org/", callback = print)
```
```
#> $frameId
#> [1] "3BB38B10082F28A946332100964486EC"
#>
#> $loaderId
#> [1] "9DCF07625678433563CB03FFF1E8A6AB"
```
The result object sent back from Chrome is also the value of the promises once fulfilled. Recall that if you do not use a callback function, you get a promise:
```{r}
async_result <- Page$navigate(url = "http://r-project.org")
```
You can print the value of this promise once fulfilled with:
```{r}
async_result %...>% print()
```
```
#> $frameId
#> [1] "3BB38B10082F28A946332100964486EC"
#>
#> $loaderId
#> [1] "7B2383E8F2F39273E18E4D918F1852A0"
```
As you can see, this leads to the same result as with a callback function.
To sum up, these two forms perform the same actions:
```{r}
Page$navigate(url = "http://r-project.org", callback = print)
Page$navigate(url = "http://r-project.org") %...>% print()
```
If you interact with headless Chrome in the R console using `crrri`, these two forms are equivalent.
**However, if you want to use `crrri` to develop higher level functions, the most reliable way is to use promises.**
Do not forget to close headless Chrome with:
```{r}
chrome$close()
```
Since the RStudio viewer has lost the connection, you will see this screen in RStudio:
Now, you can take some time to discover all the commands and events of the [Chrome DevTools Protocol](https://chromedevtools.github.io/devtools-protocol/). The following examples will introduce some of them.
### Domains, commands and events listeners
While working interactively, you can obtain the list of available domains in your version of Chromium/Chrome.
First, launch Chromium/Chrome and connect the R session to headless Chromium/Chrome:
```r
chrome <- Chrome$new()
client <- chrome$connect(~ .x$inspect())
```
Once connected, you just have to print the connection object to get informations about the connection and availables domains:
```r
client
```
```
#>
#> connected to: http://localhost:9222/
#> target type: "page"
#> target ID: "9A576420CADEA9A514C5F027D30B410D"
#>
#>
#> Accessibility (experimental)
#>
#> Animation (experimental)
#>
#> ApplicationCache (experimental)
#>
#> Audits (experimental): Audits domain allows investigation of page violations and possible improvements.
#>
#> Browser: The Browser domain defines methods and events for browser managing.
#>
#> CacheStorage (experimental)
#>
#> Cast (experimental): A domain for interacting with Cast, Presentation API, and Remote Playback API functionalities.
...
```
These informations are directly retrieved from Chromium/Chrome: you may obtain different informations depending on the Chromium/Chrome version.
In the most recent versions of the Chrome DevTools Protocol, more than 40 domains are available. A domain is a set of commands and events listeners.
In order to work with a domain, it is recommended to extract it from the connection object. For instance, if you want to access to the `Runtime` domain, execute:
```r
Runtime <- client$Runtime
```
If you print this object, this will open the online documentation about this domain in your browser:
```r
Runtime # opens the online documentation in a browser
```
## Presentations about crrri
* **uros2019** - 20/05/2019 ([slides](https://speakerdeck.com/rlesur/headless-chrome-automation-with-r-the-crrri-package))
* **useR!2019** - 12/07/2019 ([slides](https://cderv.gitlab.io/user2019-crrri/))
## Examples
### Generate a PDF
Here is an example that produces a PDF of the [R Project website](https://www.r-project.org/):
```{r, results='hide'}
library(promises)
library(crrri)
library(jsonlite)
perform_with_chrome(function(client) {
Page <- client$Page
Page$enable() %...>% { # await enablement of the Page domain
Page$navigate(url = "https://www.r-project.org/")
Page$loadEventFired() # await the load event
} %...>% {
Page$printToPDF()
} %...>% { # await PDF reception
.$data %>% base64_dec() %>% writeBin("r_project.pdf")
}
})
```
All the functions of the `crrri` package (commands and event listeners) return promises (as defined in the **promises** package) by default. When building higher level functions, do not forget that you have to deal with promises (those will prevent you to fall into the _Callback Hell_).
For instance, you can write a `save_as_pdf` function as follow:
```{r}
save_url_as_pdf <- function(url) {
function(client) {
Page <- client$Page
Page$enable() %...>% {
Page$navigate(url = url)
Page$loadEventFired()
} %...>% {
Page$printToPDF()
} %...>% {
.$data %>%
jsonlite::base64_dec() %>%
writeBin(paste0(httr::parse_url(url)$hostname, ".pdf"))
}
}
}
```
You can pass several functions to `perform_with_chrome()`:
```{r}
save_as_pdf <- function(...) {
list(...) %>%
purrr::map(save_url_as_pdf) %>%
perform_with_chrome(.list = .)
}
```
You have created a `save_as_pdf()` function that can handle multiple URLs:
```{r}
save_as_pdf("http://r-project.org", "https://ropensci.org/", "https://rstudio.com")
```
### Transpose `chrome-remote-interface` JS scripts: dump the DOM
With `crrri`, you should be able to transpose with minimal efforts some JS scripts written with the [`chrome-remote-interface`](https://github.com/cyrus-and/chrome-remote-interface) node.js module.
For instance, take [this JS script](https://github.com/cyrus-and/chrome-remote-interface/wiki/Dump-HTML-after-page-load) that dumps the DOM:
```js
const CDP = require('chrome-remote-interface');
CDP(async(client) => {
const {Network, Page, Runtime} = client;
try {
await Network.enable();
await Page.enable();
await Network.setCacheDisabled({cacheDisabled: true});
await Page.navigate({url: 'https://github.com'});
await Page.loadEventFired();
const result = await Runtime.evaluate({
expression: 'document.documentElement.outerHTML'
});
const html = result.result.value;
console.log(html);
} catch (err) {
console.error(err);
} finally {
client.close();
}
}).on('error', (err) => {
console.error(err);
});
```
Using `crrri`, you can write:
```{r, results='hide'}
library(promises)
library(crrri)
async_dump_DOM <- function(client) {
Network <- client$Network
Page <- client$Page
Runtime <- client$Runtime
Network$enable() %...>% {
Page$enable()
} %...>% {
Network$setCacheDisabled(cacheDisabled = TRUE)
} %...>% {
Page$navigate(url = 'https://github.com')
} %...>% {
Page$loadEventFired()
} %...>% {
Runtime$evaluate(
expression = 'document.documentElement.outerHTML'
)
} %...>% (function(result) {
html <- result$result$value
cat(html, "\n")
})
}
perform_with_chrome(async_dump_DOM)
```
If you want to write a higher level function that dump the DOM, you can embed the main part of this script in a function:
```{r}
dump_DOM <- function(url) {
perform_with_chrome(function(client) {
Network <- client$Network
Page <- client$Page
Runtime <- client$Runtime
Network$enable() %...>% {
Page$enable()
} %...>% {
Network$setCacheDisabled(cacheDisabled = TRUE)
} %...>% {
Page$navigate(url = url)
} %...>% {
Page$loadEventFired()
} %...>% {
Runtime$evaluate(
expression = 'document.documentElement.outerHTML'
)
} %...>% (function(result) {
html <- result$result$value
cat(html, "\n")
})
})
}
```
Now, you can use it for dumping [David Gohel](https://github.com/davidgohel)'s [blog](http://www.ardata.fr/blog/):
```{r, results='hide'}
dumpDOM(url = "http://www.ardata.fr/blog/")
```
You can find many other examples in the [wiki](https://github.com/cyrus-and/chrome-remote-interface/wiki) of the `chrome-remote-interface` module.
## Development
### Logging Messages
In `crrri`, there are two types of messages:
- Those sent during connection/disconnection (mainly for crrri debugging)
- Those tracking the exchanges between the R websocket client and the remote
websocket server. These lasts are essential for R devs to develop higher levels
packages, either during the development process and for debugging purposes.
`crrri` uses [`debugme`](https://github.com/r-lib/debugme) for printing those
messages. It is disable by default and you won't see any messages - as a user we
think it is fine. However, if you are a developer, you would expect some
information on what is going on.
You need to add `"crrri"` to the `DEBUGME` environment variable before loading
the package to activate the messaging feature. Currently in `crrri` there is
only one level of message.Also, `debugme` is a Suggested dependency and you may
need to install it manually if not already installed.
## Credits
Andrea Cardaci for `chrome-remote-interface`.
Miles McBain for `chradle`.
Bob Rudis for `decapitated`.