Label Studio Frontend ·
· ☀️
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Label Studio is an open-source, configurable data annotation tool. ✌️
Frontend, as its name suggests, is the frontend library developed using React and mobx-state-tree, distributed as an NPM package. You can include it in your applications and provide data annotation support to your users. It can be granularly customized and extended.
Install
- ``` shell
- npm install @heartexlabs/label-studio
- ```
Usage
With Webpack
- ``` js
- import LabelStudio from 'label-studio';
- import 'label-studio/build/static/css/main.css';
- ```
With UNPKG.com
- ``` html
- !-- Include Label Studio stylesheet -->
- <link href="https://unpkg.com/label-studio@1.4.0/build/static/css/main.css" rel="stylesheet">
- !-- Create the Label Studio container -->
- <div id="label-studio"></div>
- !-- Include the Label Studio library -->
- <script src="https://unpkg.com/label-studio@1.4.0/build/static/js/main.js"></script>
- ```
Initialization
- ``` html
- !-- Initialize Label Studio -->
- <script>
- var labelStudio = new LabelStudio('label-studio', {
- config: `
- <View>
- <Image name="img" value="$image"></Image>
- <RectangleLabels name="tag" toName="img">
- <Label value="Hello"></Label>
- <Label value="World"></Label>
- </RectangleLabels>
- </View>
- `,
- interfaces: [
- "panel",
- "update",
- "submit",
- "controls",
- "side-column",
- "annotations:menu",
- "annotations:add-new",
- "annotations:delete",
- "predictions:menu",
- ],
- user: {
- pk: 1,
- firstName: "James",
- lastName: "Dean"
- },
- task: {
- annotations: [],
- predictions: [],
- id: 1,
- data: {
- image: "https://htx-misc.s3.amazonaws.com/opensource/label-studio/examples/images/nick-owuor-astro-nic-visuals-wDifg5xc9Z4-unsplash.jpg"
- }
- },
- onLabelStudioLoad: function(LS) {
- var c = LS.annotationStore.addAnnotation({
- userGenerate: true
- });
- LS.annotationStore.selectAnnotation(c.id);
- }
- });
- </script>
- ```
Development
Clone the repository
- ``` shell
- git clone git@github.com:heartexlabs/label-studio-frontend.git
- # or: git clone https://github.com/heartexlabs/label-studio-frontend.git
- cd label-studio-frontend
- ```
Install required dependencies
- ``` shell
- npm install
- ```
Start the development server
- ``` shell
- npm run start
- ```
Check different ways to initiate the development server config & task data in src/env/development.js, changing the data variable is a good place to start.
After you make changes and ready to use it in production, you need to create a production build
- ``` shell
- npm run build-bundle
- ```
Now you have one .js file and one .css file in the build/static/ directory
Label Studio for Teams, Startups, and Enterprises 🏢
Label Studio for Teams is our enterprise edition (cloud & on-prem), that includes a data manager, high-quality baseline models, active learning, collaborators support, and more. Please visit the website to learn more.
Ecosystem
Project | Description |
---|---|
:--- | :--- |
label-studio | Server part, distributed as a pip package |
label-studio-frontend | Frontend part, written in JavaScript and React, can be embedded into your application |
label-studio-converter | Encode labels into the format of your favorite machine learning library |
label-studio-transformers | Transformers library connected and configured for use with label studio |
License
This software is licensed under the Apache 2.0 LICENSE © Heartex. 2020
