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@heartexlabs/label-studio

1.8.0
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  • License Apache-2.0

Data Labeling Tool that is backend agnostic and can be embedded into your applications

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    Readme

    Label Studio Frontend · GitHub build npm audit

    GitHub release · ☀️

    WebsiteDocsTwitterJoin Slack Community


    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

    npm install @heartexlabs/label-studio

    Usage

    With Webpack

    import LabelStudio from 'label-studio';
    import 'label-studio/build/static/css/';

    With UNPKG.com

    <!-- Include Label Studio stylesheet -->
    <link href="https://unpkg.com/label-studio@1.8.0/build/static/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@1.8.0/build/static/js/"></script>

    Initialization

    <!-- 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

    1. Clone the repository

      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
    2. Install required dependencies

      npm install
    3. Start the development server

      npm run start
    4. 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.

    5. 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, 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