JupyterLab extensions add features to the user experience. This page describes how to create one type of extension, an application plugin, that:
By working through this tutorial, you'll learn:
Sound like fun? Excellent. Here we go!
Start by opening your web browser and downloading the latest Python 3.x Miniconda installer to your home directory. When the download completes, open a terminal and create a root conda environment by running this command.
bash Miniconda3*.sh -b -p ~/miniconda
Now activate the conda environment you just created so that you can run the conda
package manager.
source ~/miniconda/bin/activate
Next create a conda environment that includes:
It's best practice to leave the root conda environment, the one created by the miniconda installer, untouched and install your project specific dependencies in a named conda environment. Run this command to create a new environment named jupyterlab-ext
.
conda create -n jupyterlab-ext nodejs jupyterlab cookiecutter git -c conda-forge
Now activate the new environment so that all further commands you run work out of that environment.
source ~/miniconda/bin/activate jupyterlab-ext
Note: You'll need to run the command above in each new terminal you open before you can work with the tools you installed in the jupyterlab-ext
environment.
Create a new repository for your extension. For example, on Github. This is an optional step but highly recommended if you want to share your extension.
Next use cookiecutter to create a new project for your extension.
cookiecutter https://github.com/jupyterlab/extension-cookiecutter-ts
When prompted, enter values like the following for all of the cookiecutter prompts.
author_name []: Your Name
extension_name [jupyterlab_myextension]: jupyterlab_xkcd
project_short_description [A JupyterLab extension.]: Show a random xkcd.com comic in a JupyterLab panel
repository [https://github.com/my_name/jupyterlab_myextension]: Your repository
url
Note: if not using a repository, leave the field blank. You can come back
and edit the repository links in the package.json
file later.
Change to the directory the cookiecutter created and list the files.
cd jupyterlab_xkcd
ls
You should see a list like the following.
README.md package.json src style tsconfig.json
Your new extension project has enough code in it to see it working in your JupyterLab. Run the following commands to install the initial project dependencies and install it in the JupyterLab environment.
npm install
npm run build
jupyter labextension install .
After the build completes, open a second terminal. Run these commands to
activate the jupyterlab-ext
environment and to start a JupyterLab instance
in watch mode so that it will keep up with our changes as we make them.
source ~/miniconda/bin/activate jupyterlab-ext
jupyter lab --watch
JupyterLab should appear momentarily in your default web browser. If all goes well, the last bunch of messages you should see in your terminal should look something like the following:
Webpack is watching the files…
Hash: 1c15fc765a97c45c075c
Version: webpack 2.7.0
Time: 6423ms
Asset Size Chunks Chunk Names
674f50d287a8c48dc19ba404d20fe713.eot 166 kB [emitted]
af7ae505a9eed503f8b8e6982036873e.woff2 77.2 kB [emitted]
fee66e712a8a08eef5805a46892932ad.woff 98 kB [emitted]
b06871f281fee6b241d60582ae9369b9.ttf 166 kB [emitted]
912ec66d7572ff821749319396470bde.svg 444 kB [emitted] [big]
0.bundle.js 890 kB 0 [emitted] [big]
main.bundle.js 6.82 MB 1 [emitted] [big] main
0.bundle.js.map 1.08 MB 0 [emitted]
main.bundle.js.map 8.19 MB 1 [emitted] main
[27] ./~/@jupyterlab/application/lib/index.js 5.66 kB {1} [built]
[427] ./~/@jupyterlab/application-extension/lib/index.js 6.14 kB {1} [optional] [built]
[443] ./~/@jupyterlab/pdf-extension/lib/index.js 4.98 kB {1} [optional] [built]
[445] ./~/@jupyterlab/settingeditor-extension/lib/index.js 2.67 kB {1} [optional] [built]
[446] ./~/@jupyterlab/shortcuts-extension/lib/index.js 3.75 kB {1} [optional] [built]
[447] ./~/@jupyterlab/tabmanager-extension/lib/index.js 1.8 kB {1} [optional] [built]
[448] ./~/@jupyterlab/terminal-extension/lib/index.js 7.33 kB {1} [optional] [built]
[449] ./~/@jupyterlab/theme-dark-extension/lib/index.js 800 bytes {1} [optional] [built]
[450] ./~/@jupyterlab/theme-light-extension/lib/index.js 804 bytes {1} [optional] [built]
[451] ./~/@jupyterlab/tooltip-extension/lib/index.js 5.61 kB {1} [optional] [built]
[452] ./~/@jupyterlab/vega2-extension/lib/index.js 6.19 kB {1} [optional] [built]
[453] ./~/es6-promise/auto.js 179 bytes {1} [built]
[454] /Users/foo/workspace/xkcd/lib/index.js 353 bytes {1} [optional] [built]
[455] ./~/font-awesome/css/font-awesome.min.css 892 bytes {1} [built]
[860] ./build/index.out.js 35.2 kB {1} [built]
+ 1114 hidden modules
Return to the browser. Open the JavaScript console in the JupyterLab tab by following the instructions for your browser:
You should see a message that says JupyterLab extension jupyterlab_xkcd is activated!
in the console. If you do, congrats, you're ready to start modifying the the extension! If not, go back, make sure you didn't miss a step, and reach out if you're stuck.
Note: Leave the terminal running the jupyter lab --watch
command open.
Run the following commands in your jupyterlab_xkcd
folder to initialize it as a git repository and commit the current code.
git init
git add .
git commit -m 'Seed xkcd project from cookiecutter'
Note: This step is not technically necessary, but it is good practice to track changes in version control system in case you need to rollback to an earlier version or want to collaborate with others. For example, you can compare your work throughout this tutorial with the commits in a reference version of jupyterlab_xkcd
on GitHub at https://github.com/jupyterlab/jupyterlab_xkcd.
The command palette is the primary view of all commands available to you in JupyterLab. For your first addition, you're going to add a Random xkcd comic command to the palette and get it to show an xkcd tab panel when invoked.
Fire up your favorite text editor and open the src/index.ts
file in your extension project. Add the following import at the top of the file to get a reference to the command palette interface.
import {
ICommandPalette
} from '@jupyterlab/apputils';
Locate the extension
object of type JupyterLabPlugin
. Change the definition so that it reads like so:
/**
* Initialization data for the jupyterlab_xkcd extension.
*/
const extension: JupyterLabPlugin<void> = {
id: 'jupyterlab_xkcd',
autoStart: true,
requires: [ICommandPalette],
activate: (app: JupyterLab, palette: ICommandPalette) => {
console.log('JupyterLab extension jupyterlab_xkcd is activated!');
console.log('ICommandPalette:', palette);
}
};
The requires
attribute states that your plugin needs an object that implements the ICommandPalette
interface when it starts. JupyterLab will pass an instance of ICommandPalette
as the second parameter of activate
in order to satisfy this requirement. Defining palette: ICommandPalette
makes this instance available to your code in that function. The second console.log
line exists only so that you can immediately check that your changes work.
Run the following to rebuild your extension.
npm run build
When the build completes, return to the browser tab that opened when you started JupyterLab. Refresh it and look in the console. You should see the same activation message as before, plus the new message about the ICommandPalette instance you just added. If you don't, check the output of the build command for errors and correct your code.
JupyterLab extension jupyterlab_xkcd is activated!
ICommandPalette: Palette {_palette: CommandPalette}
Note that we had to run npm run build
in order for the bundle to update,
because it is using the compiled JavaScript files in /lib
. If you wish to
avoid running npm run build
after each change, you can open a third terminal,
and run the npm run watch
command from your extension directory, which will
automatically compile the TypeScript files as they change.
Now return to your editor. Add the following additional import to the top of the file.
import {
Widget
} from '@phosphor/widgets';
Then modify the activate
function again so that it has the following code:
activate: (app: JupyterLab, palette: ICommandPalette) => {
console.log('JupyterLab extension jupyterlab_xkcd is activated!');
// Create a single widget
let widget: Widget = new Widget();
widget.id = 'xkcd-jupyterlab';
widget.title.label = 'xkcd.com';
widget.title.closable = true;
// Add an application command
const command: string = 'xkcd:open';
app.commands.addCommand(command, {
label: 'Random xkcd comic',
execute: () => {
if (!widget.isAttached) {
// Attach the widget to the main area if it's not there
app.shell.addToMainArea(widget);
}
// Activate the widget
app.shell.activateById(widget.id);
}
});
// Add the command to the palette.
palette.addItem({command, category: 'Tutorial'});
}
The first new block of code creates a Widget
instance, assigns it a unique ID, gives it a label that will appear as its tab title, and makes the tab closable by the user. The second block of code add a new command labeled Random xkcd comic to JupyterLab. When the comm and executes, it attaches the widget to the main display area if it is not already present and then makes it the active tab. The last new line of code adds the command to the command palette in a section called Tutorial.
Build your extension again using npm run build
(unless you are using
npm run watch
already) and refresh the browser tab. Open the command palette on the left side and type xkcd. Your Random xkcd comic command should appear. Click it or select it with the keyboard and press Enter. You should see a new, blank panel appear with the tab title xkcd.com. Click the x on the tab to close it and activate the command again. The tab should reappear. Finally, click one of the launcher tabs so that the xkcd.com panel is still open but no longer active. Now run the Random xkcd comic command one more time. The single xkcd.com tab should come to the foreground.
If your widget is not behaving, compare your code with the reference project state at the 01-show-a-panel tag. Once you've got everything working properly, git commit your changes and carry on.
git add .
git commit -m 'Show xkcd panel on command'
You've got an empty panel. It's time to add a comic to it. Go back to your code editor. Add the following code below the lines that create a Widget
instance and above the lines that define the command.
// Add an image element to the panel
let img = document.createElement('img');
widget.node.appendChild(img);
// Fetch info about a random comic
fetch('https:////egszlpbmle.execute-api.us-east-1.amazonaws.com/prod').then(response => {
return response.json();
}).then(data => {
img.src = data.img;
img.alt = data.title;
img.title = data.alt;
});
The first two lines create a new HTML <img>
element and add it to the widget DOM node. The next lines make a request using the HTML fetch
API that returns information about a random xkcd comic, and set the image
source, alternate text, and title attributes based on the response.
Rebuild your extension if necessary (npm run build
), refresh your browser tab, and run the Random xkcd comic command again. You should now see a comic in the xkcd.com panel when it opens.
Note that the comic is not centered in the panel nor does the panel scroll if the comic is larger than the panel area. Also note that the comic does not update no matter how many times you close and reopen the panel. You'll address both of these problems in the upcoming sections.
If you don't see a comic at all, compare your code with the 02-show-a-comic tag in the reference project. When it's working, make another git commit.
git add .
git commit -m 'Show a comic in the panel'
Open style/index.css
in our extension project directory for editing. Add the following lines to it.
.jp-xkcdWidget {
display: flex;
flex-direction: column;
overflow: auto;
}
.jp-xkcdCartoon {
margin: auto;
}
.jp-xkcdAttribution {
margin: 20px auto;
}
The first rule stacks content vertically within the widget panel and lets the panel scroll when the content overflows. The other rules center the cartoon and attribution badge horizontally and space them out vertically.
Return to the index.ts
file. Note that there is already an import of the CSS
file in the index.ts
file. Modify the the activate
function to apply the
CSS classes and add the attribution badge markup. The beginning of the
function should read like the following:
activate: (app: JupyterLab, palette: ICommandPalette) => {
console.log('JupyterLab extension jupyterlab_xkcd is activated!');
// Create a single widget
let widget: Widget = new Widget();
widget.id = 'xkcd-jupyterlab';
widget.title.label = 'xkcd.com';
widget.title.closable = true;
widget.addClass('jp-xkcdWidget'); // new line
// Add an image element to the panel
let img = document.createElement('img');
img.className = 'jp-xkcdCartoon'; // new line
widget.node.appendChild(img);
// New: add an attribution badge
img.insertAdjacentHTML('afterend',
`<div class="jp-xkcdAttribution">
<a href="https://creativecommons.org/licenses/by-nc/2.5/" class="jp-xkcdAttribution" target="_blank">
<img src="https://licensebuttons.net/l/by-nc/2.5/80x15.png" />
</a>
</div>`
);
// Keep all the remaining fetch and command lines the same
// as before from here down ...
Build your extension if necessary (npm run build
) and refresh your
JupyterLab browser tab. Invoke the Random xkcd comic command and confirm the
comic is centered with an attribution badge below it. Resize the browser
window or the panel so that the comic is larger than the available area. Make
sure you can scroll the panel over the entire area of the comic.
If anything is misbehaving, compare your code with the reference project 03-style-and-attribute tag. When everything is working as expected, make another commit.
git add .
git commit -m 'Add styling, attribution'
The activate
function has grown quite long, and there's still more functionality to add. You should refactor the code into two separate parts:
XkcdWidget
that encapsulates the xkcd panel elements, configuration, and soon-to-be-added update behavioractivate
function that adds the widget instance to the UI and decide when the comic should refreshStart by refactoring the widget code into the new XkcdWidget
class. Add the following additional import to the top of the file.
import {
Message
} from '@phosphor/messaging';
Then add the class just below the import statements in the index.ts
file.
/**
* An xckd comic viewer.
*/
class XkcdWidget extends Widget {
/**
* Construct a new xkcd widget.
*/
constructor() {
super();
this.id = 'xkcd-jupyterlab';
this.title.label = 'xkcd.com';
this.title.closable = true;
this.addClass('jp-xkcdWidget');
this.img = document.createElement('img');
this.img.className = 'jp-xkcdCartoon';
this.node.appendChild(this.img);
this.img.insertAdjacentHTML('afterend',
`<div class="jp-xkcdAttribution">
<a href="https://creativecommons.org/licenses/by-nc/2.5/" class="jp-xkcdAttribution" target="_blank">
<img src="https://licensebuttons.net/l/by-nc/2.5/80x15.png" />
</a>
</div>`
);
}
/**
* The image element associated with the widget.
*/
readonly img: HTMLImageElement;
/**
* Handle update requests for the widget.
*/
onUpdateRequest(msg: Message): void {
fetch('https://egszlpbmle.execute-api.us-east-1.amazonaws.com/prod').then(response => {
return response.json();
}).then(data => {
this.img.src = data.img;
this.img.alt = data.title;
this.img.title = data.alt;
});
}
};
You've written all of the code before. All you've done is restructure it to use instance variables and move the comic request to its own function.
Next move the remaining logic in activate
to a new, top-level function just below the XkcdWidget
class definition. Modify the code to create a widget when one does not exist in the main JupyterLab area or to refresh the comic in the exist widget when the command runs again. The code for the activate
function should read as follows after these changes:
/**
* Activate the xckd widget extension.
*/
function activate(app: JupyterLab, palette: ICommandPalette) {
console.log('JupyterLab extension jupyterlab_xkcd is activated!');
// Create a single widget
let widget: XkcdWidget = new XkcdWidget();
// Add an application command
const command: string = 'xkcd:open';
app.commands.addCommand(command, {
label: 'Random xkcd comic',
execute: () => {
if (!widget.isAttached) {
// Attach the widget to the main area if it's not there
app.shell.addToMainArea(widget);
}
// Refresh the comic in the widget
widget.update();
// Activate the widget
app.shell.activateById(widget.id);
}
});
// Add the command to the palette.
palette.addItem({ command, category: 'Tutorial' });
};
Remove the activate
function definition from the JupyterLabPlugin
object and refer instead to the top-level function like so:
const extension: JupyterLabPlugin<void> = {
id: 'jupyterlab_xkcd',
autoStart: true,
requires: [ICommandPalette],
activate: activate
};
Make sure you retain the export default extension;
line in the file. Now build the extension again and refresh the JupyterLab browser tab. Run the Random xkcd comic command more than once without closing the panel. The comic should update each time you execute the command. Close the panel, run the command, and it should both reappear and show a new comic.
If anything is amiss, compare your code with the 04-refactor-and-refresh tag to debug. Once it's working properly, commit it.
git add .
git commit -m 'Refactor, refresh comic'
You may notice that every time you refresh your browser tab, the xkcd panel disappears, even if it was open before you refreshed. Other open panels, like notebooks, terminals, and text editors, all reappear and return to where you left them in the panel layout. You can make your extension behave this way too.
Update the imports at the top of your index.ts
file so that the entire list of import statements looks like the following:
import {
JupyterLab, JupyterLabPlugin, ILayoutRestorer // new
} from '@jupyterlab/application';
import {
ICommandPalette, InstanceTracker // new
} from '@jupyterlab/apputils';
import {
JSONExt // new
} from '@phosphor/coreutils';
import {
Message
} from '@phosphor/messaging';
import {
Widget
} from '@phosphor/widgets';
import '../style/index.css';
Then, add the ILayoutRestorer
interface to the JupyterLabPlugin
definition. This addition passes the global LayoutRestorer
to the third parameter of the activate
.
const extension: JupyterLabPlugin<void> = {
id: 'jupyterlab_xkcd',
autoStart: true,
requires: [ICommandPalette, ILayoutRestorer],
activate: activate
};
Finally, rewrite the activate
function so that it:
InstanceTracker
and tells the ILayoutRestorer
to use it to save/restore panel statefunction activate(app: JupyterLab, palette: ICommandPalette, restorer: ILayoutRestorer) {
console.log('JupyterLab extension jupyterlab_xkcd is activated!');
// Declare a widget variable
let widget: XkcdWidget;
// Add an application command
const command: string = 'xkcd:open';
app.commands.addCommand(command, {
label: 'Random xkcd comic',
execute: () => {
if (!widget) {
// Create a new widget if one does not exist
widget = new XkcdWidget();
widget.update();
}
if (!tracker.has(widget)) {
// Track the state of the widget for later restoration
tracker.add(widget);
}
if (!widget.isAttached) {
// Attach the widget to the main area if it's not there
app.shell.addToMainArea(widget);
} else {
// Refresh the comic in the widget
widget.update();
}
// Activate the widget
app.shell.activateById(widget.id);
}
});
// Add the command to the palette.
palette.addItem({ command, category: 'Tutorial' });
// Track and restore the widget state
let tracker = new InstanceTracker<Widget>({ namespace: 'xkcd' });
restorer.restore(tracker, {
command,
args: () => JSONExt.emptyObject,
name: () => 'xkcd'
});
};
Rebuild your extension one last time and refresh your browser tab. Execute the Random xkcd comic command and validate that the panel appears with a comic in it. Refresh the browser tab again. You should see an xkcd panel appear immediately without running the command. Close the panel and refresh the browser tab. You should not see an xkcd tab after the refresh.
Refer to the 05-restore-panel-state tag if your extension is misbehaving. Make a commit when the state of your extension persists properly.
git add .
git commit -m 'Restore panel state'
Congrats! You've implemented all of the behaviors laid out at the start of this tutorial. Now how about sharing it with the world?
npm is both a JavaScript package manager and the de facto registry for JavaScript software. You can sign up for an account on the npmjs.com site or create an account from the command line by running npm adduser
and entering values when prompted. Create an account now if you do not already have one. If you already have an account, login by running npm login
and answering the prompts.
Next, open the project package.json
file in your text editor. Prefix the name
field value with @your-npm-username>/
so that the entire field reads "name": "@your-npm-username/xkcd-extension"
where you've replaced the string your-npm-username
with your real username. Review the homepage, repository, license, and other supported package.json fields while you have the file open. Then open the README.md
file and adjust the command in the Installation section so that it includes the full, username-prefixed package name you just included in the package.json
file. For example:
jupyter labextension install @your-npm-username/xkcd-extension
Return to your terminal window and make one more git commit:
git add .
git commit -m 'Prepare to publish package'
Now run the following command to publish your package:
npm publish --access=public
Check that your package appears on the npm website. You can either search for it from the homepage or visit https://www.npmjs.com/package/@your-username/jupyterlab_xkcd
directly. If it doesn't appear, make sure you've updated the package name properly in the package.json
and run the npm command correctly. Compare your work with the state of the reference project at the 06-prepare-to-publish tag for further debugging.
You can now try installing your extension as a user would. Open a new terminal and run the following commands, again substituting your npm username where appropriate:
conda create -n jupyterlab-xkcd jupyterlab nodejs
source activate jupyterlab-xkcd
jupyter labextension install @your-npm-username/xkcd-extension
jupyter lab
You should see a fresh JupyterLab browser tab appear. When it does, execute the Random xkcd comic command to prove that your extension works when installed from npm.
You've completed the tutorial. Nicely done! If you want to keep learning, here are some suggestions about what to try next: