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README.md

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<img src="https://user-images.githubusercontent.com/12534576/192582340-4c9e4401-1fe6-4dbb-95bb-fdbba5493f61.png"/>
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![GitHub](https://img.shields.io/github/license/heartexlabs/label-studio?logo=heartex) ![label-studio:build](https://github.com/heartexlabs/label-studio/workflows/label-studio:build/badge.svg) ![GitHub release](https://img.shields.io/github/v/release/heartexlabs/label-studio?include_prereleases)
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![GitHub](https://img.shields.io/github/license/heartexlabs/label-studio?logo=heartex) ![label-studio:build](https://github.com/HumanSignal/label-studio/workflows/label-studio:build/badge.svg) ![GitHub release](https://img.shields.io/github/v/release/heartexlabs/label-studio?include_prereleases)
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[Website](https://labelstud.io/)[Docs](https://labelstud.io/guide/)[Twitter](https://twitter.com/labelstudiohq)[Join Slack Community <img src="https://app.heartex.ai/docs/images/slack-mini.png" width="18px"/>](https://slack.labelstud.io/?source=github-1)
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## What is Label Studio?
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<!-- <a href="https://labelstud.io/blog/release-130.html"><img src="https://github.com/heartexlabs/label-studio/raw/master/docs/themes/htx/source/images/release-130/LS-Hits-v1.3.png" align="right" /></a> -->
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<!-- <a href="https://labelstud.io/blog/release-130.html"><img src="https://github.com/HumanSignal/label-studio/raw/master/docs/themes/htx/source/images/release-130/LS-Hits-v1.3.png" align="right" /></a> -->
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Label Studio is an open source data labeling tool. It lets you label data types like audio, text, images, videos, and time series with a simple and straightforward UI and export to various model formats. It can be used to prepare raw data or improve existing training data to get more accurate ML models.
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You can deploy Label Studio with one click in Heroku, Microsoft Azure, or Google Cloud Platform:
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[<img src="https://www.herokucdn.com/deploy/button.svg" height="30px">](https://heroku.com/deploy?template=https://github.com/heartexlabs/label-studio/tree/heroku-persistent-pg)
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[<img src="https://aka.ms/deploytoazurebutton" height="30px">](https://portal.azure.com/#create/Microsoft.Template/uri/https%3A%2F%2Fraw.githubusercontent.com%2Fheartexlabs%2Flabel-studio%2Fmaster%2Fazuredeploy.json)
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[<img src="https://www.herokucdn.com/deploy/button.svg" height="30px">](https://heroku.com/deploy?template=https://github.com/HumanSignal/label-studio/tree/heroku-persistent-pg)
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[<img src="https://aka.ms/deploytoazurebutton" height="30px">](https://portal.azure.com/#create/Microsoft.Template/uri/https%3A%2F%2Fraw.githubusercontent.com%2Fhumansignal%2Flabel-studio%2Fdevelop%2Fazuredeploy.json)
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[<img src="https://deploy.cloud.run/button.svg" height="30px">](https://deploy.cloud.run)
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Connect your favorite machine learning model using the Label Studio Machine Learning SDK. Follow these steps:
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1. Start your own machine learning backend server. See [more detailed instructions](https://github.com/heartexlabs/label-studio-ml-backend).
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1. Start your own machine learning backend server. See [more detailed instructions](https://github.com/HumanSignal/label-studio-ml-backend).
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2. Connect Label Studio to the server on the model page found in project settings.
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This lets you:

app.json

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"data labeling"
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],
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"website": "https://labelstud.io",
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"repository": "https://github.com/heartexlabs/label-studio",
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"repository": "https://github.com/HumanSignal/label-studio",
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"logo": "https://labelstud.io/images/opossum/heartex_icon_opossum_green.svg",
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"stack": "container",
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"env": {

deploy/default.conf

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}
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# LabelStudio frontend
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# Source: https://github.com/heartexlabs/label-studio/blob/HEAD/label_studio/frontend/src
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# Source: https://github.com/HumanSignal/label-studio/blob/HEAD/label_studio/frontend/src
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location /react-app/ {
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alias /label-studio/web/dist/apps/labelstudio/;
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}

docs/CONTRIBUTING.md

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## Before you start
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We value input from each member of the community, and we ask that you follow our [code of conduct](https://github.com/heartexlabs/label-studio/blob/master/CODE_OF_CONDUCT.md). We are a small team, but we try to respond to issues and pull requests within 2 business days.
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We value input from each member of the community, and we ask that you follow our [code of conduct](https://github.com/HumanSignal/label-studio/blob/develop/CODE_OF_CONDUCT.md). We are a small team, but we try to respond to issues and pull requests within 2 business days.
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For changes that you contribute to any of the Label Studio repositories, please do the following:
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- Review the general [contributor guidelines](https://github.com/heartexlabs/label-studio/blob/master/CONTRIBUTING.md).
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- Review the general [contributor guidelines](https://github.com/HumanSignal/label-studio/blob/develop/CONTRIBUTING.md).
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- Create issues for any major changes and enhancements that you want to make.
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- Keep pull requests specific to one issue. Shorter pull requests are preferred and are easier to review.
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docs/source/guide/export.md

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## Export formats supported by Label Studio
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Label Studio supports many common and standard formats for exporting completed labeling tasks. If you don't see a format that works for you, you can contribute one. For more information, see the [GitHub repository for the Label Studio Converter tool](https://github.com/heartexlabs/label-studio-converter).
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Label Studio supports many common and standard formats for exporting completed labeling tasks. If you don't see a format that works for you, you can contribute one. For more information, see the [GitHub repository for the Label Studio Converter tool](https://github.com/HumanSignal/label-studio-converter).
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### ASR_MANIFEST
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## Manually convert JSON annotations to another format
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You can run the [Label Studio converter tool](https://github.com/heartexlabs/label-studio-converter) on a directory or file of completed JSON annotations using the command line or Python to convert the completed annotations from Label Studio JSON format into another format.
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You can run the [Label Studio converter tool](https://github.com/HumanSignal/label-studio-converter) on a directory or file of completed JSON annotations using the command line or Python to convert the completed annotations from Label Studio JSON format into another format.
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If you use versions of Label Studio earlier than 1.0.0, then this is the only way to convert your Label Studio JSON format annotations into another labeling format.

docs/source/guide/frontend.md

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As of [Label Studio 1.11.0](https://github.com/HumanSignal/label-studio/releases/tag/1.11.0), the Label Studio frontend has been deprecated as a separate library and is no longer supported as a standalone distribution. For information about using the frontend library within Label Studio, see [the README](https://github.com/HumanSignal/label-studio/blob/develop/web/libs/editor/README.md).
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The [Label Studio Frontend](https://github.com/heartexlabs/label-studio-frontend) (LSF) is the main labeling interface distributed within Label Studio and as a separate package via NPM and Unpkg. You can integrate the LSF into your projects without Label Studio to provide data labeling capabilities to your users.
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The [Label Studio Frontend](https://github.com/HumanSignal/label-studio-frontend) (LSF) is the main labeling interface distributed within Label Studio and as a separate package via NPM and Unpkg. You can integrate the LSF into your projects without Label Studio to provide data labeling capabilities to your users.
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LSF can be customized and extended to fit your needs, and you can use a custom version of LSF standalone or in your LS installation. For more information see [Custom LSF + LS integration](#custom-lsf-in-label-studio).
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LSF is located as a separate GitHub repository: https://github.com/heartexlabs/label-studio-frontend
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LSF is located as a separate GitHub repository: https://github.com/HumanSignal/label-studio-frontend
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<br>
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If you want to build a new tag or change the behaviour of default components inside of LSF, then you need to go into the LSF repo and review the [Development part](https://github.com/heartexlabs/label-studio-frontend#development) of the README file. Making any changes requires that you have a good knowledge of React and Javascript.build.js `<branch-name-from-official-lsf-repo>`
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If you want to build a new tag or change the behaviour of default components inside of LSF, then you need to go into the LSF repo and review the [Development part](https://github.com/HumanSignal/label-studio-frontend#development) of the README file. Making any changes requires that you have a good knowledge of React and Javascript.build.js `<branch-name-from-official-lsf-repo>`
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Use GitHub Artifacts to download a zip-formatted archive with LSF builds. Branches from the official LSF repo are built automatically and hosted on GitHub Artifacts.
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See the [GitHub Actions for the LSF repository](https://github.com/heartexlabs/label-studio-frontend/actions) to access them.
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See the [GitHub Actions for the LSF repository](https://github.com/HumanSignal/label-studio-frontend/actions) to access them.
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## Custom LSF in Label Studio
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LS Frontend (LSF) with Backend (LSB) integration is similar what is described in the [Frontend integration guide](#Frontend-integration-guide). The JavaScript integration script is placed in [lsf-sdk.js](https://github.com/heartexlabs/label-studio/blob/master/label_studio/static/js/lsf-sdk.js) in the Label Studio Backend. The main idea of this integration based on LSF callbacks.
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LS Frontend (LSF) with Backend (LSB) integration is similar what is described in the [Frontend integration guide](#Frontend-integration-guide). The JavaScript integration script is placed in [lsf-sdk.js](https://github.com/HumanSignal/label-studio/blob/develop/label_studio/static/js/lsf-sdk.js) in the Label Studio Backend. The main idea of this integration based on LSF callbacks.
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<iframe width="800" height="500" src="https://www.youtube.com/embed/QSGgiXie2SE" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
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1. Make your custom LSF build by following these [instructions](https://github.com/HumanSignal/label-studio-frontend#development).
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docs/source/guide/install_requirements.md

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docs/source/guide/install_troubleshoot.md

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- Platform limitations: Some Kubernetes distributions such as [OpenShift](https://www.openshift.com/), execute containers with random UUIDs. This method is incompatible with root containers, which must always run using the root user's UUID. In these situations, only non-root container images will operate, making them a necessity.
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Our [Dockerfile](https://github.com/heartexlabs/label-studio/blob/develop/Dockerfile) contains the line `USER 1001` which assigns a non-root user UID to the image, enabling the container to run as an unprivileged user. This implementation applies the security enhancements and other restrictions mentioned above to the container.
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Our [Dockerfile](https://github.com/HumanSignal/label-studio/blob/develop/Dockerfile) contains the line `USER 1001` which assigns a non-root user UID to the image, enabling the container to run as an unprivileged user. This implementation applies the security enhancements and other restrictions mentioned above to the container.
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docs/source/guide/predictions.md

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If you want to import pre-annotations for brush mask image segmentation using the [BrushLabels tag](/tags/brushlabels.html), you must convert the masks to RLE format first. The [Label Studio Converter](https://github.com/HumanSignal/label-studio-converter) package has some helper functions for this. See the following for common conversion cases and guidance.
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[`brush.image2annotation(path, label_name, from_name, to_name, ground_truth=False, model_version=None, score=None)`](https://github.com/HumanSignal/label-studio-converter/blob/master/label_studio_converter/brush.py#L361)
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docs/source/guide/setup.md

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You can customize a [labeling config template](/templates) or use a custom configuration that you create from scratch using [tags](/tags). If you create a custom configuration that might be useful to other Label Studio users, consider [contributing the configuration as a template](https://github.com/heartexlabs/label-studio/tree/develop/label_studio/annotation_templates).
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You can customize a [labeling config template](/templates) or use a custom configuration that you create from scratch using [tags](/tags). If you create a custom configuration that might be useful to other Label Studio users, consider [contributing the configuration as a template](https://github.com/HumanSignal/label-studio/tree/develop/label_studio/annotation_templates).
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docs/source/guide/start.md

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[<img src="https://www.herokucdn.com/deploy/button.svg" height="30px">](https://heroku.com/deploy?template=https://github.com/heartexlabs/label-studio/tree/master)
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[<img src="https://www.herokucdn.com/deploy/button.svg" height="30px">](https://heroku.com/deploy?template=https://github.com/HumanSignal/label-studio/tree/master)
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docs/source/guide/storedata.md

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services:

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