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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.
npm install label-studio
<!-- Include Label Studio stylesheet -->
<link href="https://unpkg.com/label-studio@0.7.1/build/static/css/main.0a1ce8ac.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@0.7.1/build/static/js/main.3ee35cc9.js"></script>
<!-- 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",
"controls",
"side-column",
"completions:menu",
"completions:add-new",
"completions:delete",
"predictions:menu",
],
user: {
pk: 1,
firstName: "James",
lastName: "Dean"
},
task: {
completions: [],
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.completionStore.addCompletion({
userGenerate: true
});
LS.completionStore.selectCompletion(c.id);
}
});
</script>
-
Clone the repository
git clone git@github.com:heartexlabs/label-studio-frontend.git cd label-studio-frontend
-
Install required dependencies
npm install
-
Start the development server
npm run start
-
Check different ways to initiate the development server config & task data in
src/env/development.js
, changing thedata
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
npm run build-bundle
Now you have one .js file and one .css file in the
build/static/
directory
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.
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 |
This software is licensed under the Apache 2.0 LICENSE © Heartex. 2020