Duplicate from LabelStudio/LabelStudio
Browse filesCo-authored-by: Chris Hoge <hogepodge@users.noreply.huggingface.co>
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            FROM heartexlabs/label-studio:hf-latest
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            ################################################################################
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            +
            #
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            # How to Disable Public Account Creation
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            # --------------------------------------
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            +
            # By default this space allows for the unrestricted creation of new accounts
         | 
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            +
            # will full access to all projects and data. This is great for trying out
         | 
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            +
            # Label Studio and collaborating on projects, but you may want to restrict
         | 
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            +
            # access to your space to only authorized users. Uncomment the following line
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            +
            # to disable public account creation for this space.
         | 
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            +
            #
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            +
            # ENV LABEL_STUDIO_DISABLE_SIGNUP_WITHOUT_LINK=true
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            +
            #
         | 
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            +
            # Set secrets in your space to create an inital user, and log in with your
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            +
            # provided username and password. Do not set these in your Dockerfile, as they
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            +
            # globally visible on a public space.
         | 
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            +
            #
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            # LABEL_STUDIO_USERNAME
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            +
            # LABEL_STUDIO_PASSWORD
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            +
            #
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            # You will need to provide new users with an invitation link to join the space.
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            +
            #
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            +
            ################################################################################
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            +
             | 
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            +
            ################################################################################
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            +
            #
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            # How to Enable Persistent Storage for Label Studio in Hugging Face Spaces
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            # ------------------------------------------------------------------------
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            #
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            # By default this space stores all project configuration and data annotations
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            # in local storage with sqlite. If the space is reset, all configuration and
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            # annotation data in the space will be lost. You can enable configuration
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            +
            # persistence through one of two methods:
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            +
            #
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            # 1) Enabling Hugging Face Persistent Storage for saving project and annotation
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            +
            #    settings, as well as local task storage.
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            +
            # 2) Connecting an external Postgres database for saving project and annotation
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            #    settings, and cloud by connecting cloud storage for tasks.
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            +
            #
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            +
            ################################################################################
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            +
             | 
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            +
            ################################################################################
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            +
            #
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            # How to Enable Hugging Face Persistent Storage for Label Studio
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            +
            # --------------------------------------------------------------
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            +
            #
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            +
            # In the Hugging Face Label Studio Space settings, select the appropriate
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            +
            # Persistent Storage tier. Note that Persistent Storage is a paid add-on.
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            +
            # By default, persistent storage is mounted to /data. In your Space settings,
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            +
            # set the following variables:
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            +
            #
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            +
            # LABEL_STUDIO_BASE_DATA_DIR=/data
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            +
            # ENV STORAGE_PERSISTENCE=1
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            +
            #
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            +
            # Your space will restart. NOTE: if you have existing settings and data,
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            +
            # they will be lost in this first restart. Data and setting will only be
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            +
            # preserved on subsequent restarts of the space.
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            +
            #
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            +
            ################################################################################
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            +
             | 
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            +
            ################################################################################
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            +
            #
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            +
            # How to Enable Configuration Persistence with Postgres
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            +
            # -----------------------------------------------------
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            +
            #
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            # Set the following secret variables to match your own hosted instance of
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            # Postgres. We strongly recommend setting these as secrets to prevent leaking
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            +
            # information about your database service to the public in your spaces
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            # definition.
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            +
            #
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            # ENV DJANGO_DB=default
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            # ENV POSTGRE_NAME=<postgres_name>
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            # ENV POSTGRE_PORT=<db_port>
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            +
            # ENV POSTGRE_USER=<postgres_user>
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            # ENV POSTGRE_PASSWORD=<password>
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            # ENV POSTGRE_PORT=<db_port>
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            # ENV POSTGRE_HOST=<db_host>
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            +
            #
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            # Uncomment the following line or set the following Space variable to remove
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            # the warning about ephemeral storage
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            #
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            # ENV STORAGE_PERSISTENCE=1
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            +
            #
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            +
            # Note that you will need to connect cloud storage to host data items that you
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            +
            # want to annotate, as local storage will not be preserved across a space reset.
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            +
            #
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            +
            #
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            +
            # How to Enable Cloud Storage
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            +
            # ---------------------------
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            # By default the only data storage enabled for this space is local. In the case
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            +
            # of a space reset, all data will be lost. To enable permanent storage, you
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            +
            # must enable a cloud storage connector. We also strongly recommend enabling
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            +
            # configuration persistence to preserve project data, annotations, and user
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            +
            # settings. Choose the appropriate cloud connector and configure the secrets
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            +
            # for it.
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            +
            #
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            # Amazon S3
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            +
            # =========
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            +
            # STORAGE_TYPE=s3
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            +
            # STORAGE_AWS_ACCESS_KEY_ID="<YOUR_ACCESS_KEY_ID>"
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            +
            # STORAGE_AWS_SECRET_ACCESS_KEY="<YOUR_SECRET_ACCESS_KEY>"
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            +
            # STORAGE_AWS_BUCKET_NAME="<YOUR_BUCKET_NAME>"
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| 104 | 
            +
            # STORAGE_AWS_REGION_NAME="<YOUR_BUCKET_REGION>"
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            +
            # STORAGE_AWS_FOLDER=""
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            +
            #
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            # Google Cloud Storage
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            +
            # ====================
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            #
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            # STORAGE_TYPE=gcs
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            +
            # STORAGE_GCS_BUCKET_NAME="<YOUR_BUCKET_NAME>"
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            +
            # STORAGE_GCS_PROJECT_ID="<YOUR_PROJECT_ID>"
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            +
            # STORAGE_GCS_FOLDER=""
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            # GOOGLE_APPLICATION_CREDENTIALS="/opt/heartex/secrets/key.json"
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            +
            #
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            # Azure Blob Storage
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            +
            # ==================
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            +
            #
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            +
            # STORAGE_TYPE=azure
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            +
            # STORAGE_AZURE_ACCOUNT_NAME="<YOUR_STORAGE_ACCOUNT>"
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| 121 | 
            +
            # STORAGE_AZURE_ACCOUNT_KEY="<YOUR_STORAGE_KEY>"
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| 122 | 
            +
            # STORAGE_AZURE_CONTAINER_NAME="<YOUR_CONTAINER_NAME>"
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            +
            # STORAGE_AZURE_FOLDER=""
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            +
            #
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            +
            ################################################################################
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            +
             | 
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            +
            CMD exec label-studio --host=$SPACE_HOST
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| 1 | 
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            ---
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            title: LabelStudio
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            emoji: π§
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            colorFrom: yellow
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            colorTo: purple
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            sdk: docker
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            tags:
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            - label-studio
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            fullwidth: true
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            license: apache-2.0
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            app_port: 8080
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            +
            ---
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            <img src="https://user-images.githubusercontent.com/12534576/192582340-4c9e4401-1fe6-4dbb-95bb-fdbba5493f61.png"/>
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            +
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            [Website](https://hubs.ly/Q01CNgsd0) β’ [Docs](https://hubs.ly/Q01CN9Yq0) β’ [12K+ GitHub βοΈ!](https://hubs.ly/Q01CNbPQ0) β’ [Slack Community](https://hubs.ly/Q01CNb9H0)
         | 
| 16 | 
            +
             | 
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            ## What is Label Studio?
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| 18 | 
            +
             | 
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            Label Studio is an open source data labeling platform. It lets you label audio,
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            text, images, videos, and time series data with a simple, straightforward, and
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            highly-configurable user interface. Label Studio can prepare new data or
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            +
            improve existing training data to get more accurate ML models.
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             | 
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            +
             | 
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            ## Label Studio in Hugging Face Spaces
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            +
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            The Label Studio community is thrilled to offer Label Studio as a Hugging Face
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            +
            Spaces application. You can try the data-annotation interface, connect popular
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| 29 | 
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            machine learning models, and share the application with collaborators. You can
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| 30 | 
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            start immediately by creating an account or replicate the space and work in
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| 31 | 
            +
            your own environment.
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| 32 | 
            +
             | 
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            ## Creating a Use Account and Logging In
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| 34 | 
            +
             | 
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            +
            Begin by creating a new account in the Label Studio space, then log in with your
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| 36 | 
            +
            credentials.
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| 37 | 
            +
             | 
| 38 | 
            +
            **By default, these spaces permit anyone to create a new login
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| 39 | 
            +
            account, allowing them to view and modify project configuration, data sets, and
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| 40 | 
            +
            annotations. Without any modifications, treat this space like a demo environment.**
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            +
             | 
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            +
            ## Creating a Labeling Project
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            +
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            +
            After logging in, Label Studio will present you with a project view. Here you
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            +
            can create a new project with prompts to upload data and set up a custom
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| 46 | 
            +
            configuration interface.
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| 47 | 
            +
             | 
| 48 | 
            +
            **Note that in the default configuration, storage is local and temporary. Any
         | 
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            +
            projects, annotations, and configurations will be lost if the space is restarted.**
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| 50 | 
            +
             | 
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            +
            ## Next Steps and Additional Resources
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| 52 | 
            +
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            +
            To help with getting started, the Label Studio community curated a list of
         | 
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            +
            resources including tutorials and documentation.
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| 55 | 
            +
             | 
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            +
            - π [Zero to One with Label Studio Tutorial](https://labelstud.io/blog/introduction-to-label-studio-in-hugging-face-spaces/)
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| 57 | 
            +
            - π [Try Label Studio Enterprise](https://hubs.ly/Q01CMLll0)
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| 58 | 
            +
            - π€ [Tutorial: Using Label Studio with Hugging Face Datasets Hub](https://danielvanstrien.xyz/huggingface/huggingface-datasets/annotation/full%20stack%20deep%20learning%20notes/2022/09/07/label-studio-annotations-hub.html)
         | 
| 59 | 
            +
            - π‘ [Label Studio Docs](https://hubs.ly/Q01CN9Yq0)
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| 60 | 
            +
             | 
| 61 | 
            +
             
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| 62 | 
            +
            
         | 
| 63 | 
            +
             | 
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            +
            ### Making your Label Studio Hugging Face Space production-ready
         | 
| 65 | 
            +
             | 
| 66 | 
            +
            By default this space allows for the unrestricted creation of new accounts
         | 
| 67 | 
            +
            will full access to all projects and data. This is great for trying out
         | 
| 68 | 
            +
            Label Studio and collaborating on projects, but you may want to restrict
         | 
| 69 | 
            +
            access to your space to only authorized users. Add the following environment
         | 
| 70 | 
            +
            variable to your spaces Dockerfile to disable public account creation for
         | 
| 71 | 
            +
            this space.
         | 
| 72 | 
            +
             | 
| 73 | 
            +
                ENV LABEL_STUDIO_DISABLE_SIGNUP_WITHOUT_LINK=true
         | 
| 74 | 
            +
             | 
| 75 | 
            +
            Set secrets in your space to create an inital user, and log in with your
         | 
| 76 | 
            +
            provided username and password. Do not set these in your Dockerfile, as they
         | 
| 77 | 
            +
            globally visible on a public space.
         | 
| 78 | 
            +
             | 
| 79 | 
            +
                LABEL_STUDIO_USERNAME
         | 
| 80 | 
            +
                LABEL_STUDIO_PASSWORD
         | 
| 81 | 
            +
             | 
| 82 | 
            +
            You will need to provide new users with an invitation link to join the space,
         | 
| 83 | 
            +
            which can be found in the Organizations interface of Label Studio.
         | 
| 84 | 
            +
             | 
| 85 | 
            +
            By default this space stores all project configuration and data annotations
         | 
| 86 | 
            +
            in local storage with Sqlite. If the space is reset, all configuration and
         | 
| 87 | 
            +
            annotation data in the space will be lost. You can enable configuration
         | 
| 88 | 
            +
            persistence in one of two ways:
         | 
| 89 | 
            +
             | 
| 90 | 
            +
            1. Enabling Persistent Storage in your Space settings and configuring Label
         | 
| 91 | 
            +
               Studio to write its database and task storage there.
         | 
| 92 | 
            +
             | 
| 93 | 
            +
            2. Connecting an external Postgres database and cloud storage to your space,
         | 
| 94 | 
            +
               guaranteeing that all project and annotation settings are preserved.
         | 
| 95 | 
            +
             | 
| 96 | 
            +
            ### Enabling Hugging Face Persistent Storage
         | 
| 97 | 
            +
             | 
| 98 | 
            +
            In the Hugging Face Label Studio Space settings, select the appropriate
         | 
| 99 | 
            +
            Persistent Storage tier. Note that Persistent Storage is a paid add-on.
         | 
| 100 | 
            +
            By default, persistent storage is mounted to /data. In your Space settings,
         | 
| 101 | 
            +
            set the following variables:
         | 
| 102 | 
            +
             | 
| 103 | 
            +
                LABEL_STUDIO_BASE_DATA_DIR=/data
         | 
| 104 | 
            +
                ENV STORAGE_PERSISTENCE=1
         | 
| 105 | 
            +
             | 
| 106 | 
            +
            Your space will restart. NOTE: if you have existing settings and data,
         | 
| 107 | 
            +
            they will be lost in this first restart. Data and setting will only be
         | 
| 108 | 
            +
            preserved on subsequent restarts of the space.
         | 
| 109 | 
            +
             | 
| 110 | 
            +
            ### Enabling Postgres Database and Cloud Storage
         | 
| 111 | 
            +
             | 
| 112 | 
            +
            Set the following secret variables to match your own hosted instance of
         | 
| 113 | 
            +
            Postgres. We strongly recommend setting these as secrets to prevent leaking
         | 
| 114 | 
            +
            information about your database service to the public in your spaces
         | 
| 115 | 
            +
            definition.
         | 
| 116 | 
            +
             | 
| 117 | 
            +
                DJANGO_DB=default
         | 
| 118 | 
            +
                POSTGRE_NAME=<postgres_name>
         | 
| 119 | 
            +
                POSTGRE_PORT=<db_port>
         | 
| 120 | 
            +
                POSTGRE_USER=<postgres_user>
         | 
| 121 | 
            +
                POSTGRE_PASSWORD=<password>
         | 
| 122 | 
            +
                POSTGRE_PORT=<db_port>
         | 
| 123 | 
            +
                POSTGRE_HOST=<db_host>
         | 
| 124 | 
            +
             | 
| 125 | 
            +
            Add the following environment variable to remove the warning about ephemeral
         | 
| 126 | 
            +
            storage.
         | 
| 127 | 
            +
             | 
| 128 | 
            +
                ENV STORAGE_PERSISTENCE=1
         | 
| 129 | 
            +
             | 
| 130 | 
            +
            Note that you will need to connect cloud storage to host data items that you
         | 
| 131 | 
            +
            want to annotate, as local storage will not be preserved across a space reset.
         | 
| 132 | 
            +
             | 
| 133 | 
            +
            By default the only data storage enabled for this space is local. In the case
         | 
| 134 | 
            +
            of a space reset, all data will be lost. To enable permanent storage, you
         | 
| 135 | 
            +
            must enable a cloud storage connector. We also strongly recommend enabling
         | 
| 136 | 
            +
            configuration persistence to preserve project data, annotations, and user
         | 
| 137 | 
            +
            settings. Choose the appropriate cloud connector and configure the secrets
         | 
| 138 | 
            +
            for it.
         | 
| 139 | 
            +
             | 
| 140 | 
            +
            #### Amazon S3
         | 
| 141 | 
            +
                STORAGE_TYPE=s3
         | 
| 142 | 
            +
                STORAGE_AWS_ACCESS_KEY_ID="<YOUR_ACCESS_KEY_ID>"
         | 
| 143 | 
            +
                STORAGE_AWS_SECRET_ACCESS_KEY="<YOUR_SECRET_ACCESS_KEY>"
         | 
| 144 | 
            +
                STORAGE_AWS_BUCKET_NAME="<YOUR_BUCKET_NAME>"
         | 
| 145 | 
            +
                STORAGE_AWS_REGION_NAME="<YOUR_BUCKET_REGION>"
         | 
| 146 | 
            +
                STORAGE_AWS_FOLDER=""
         | 
| 147 | 
            +
             | 
| 148 | 
            +
            #### Google Cloud Storage
         | 
| 149 | 
            +
             | 
| 150 | 
            +
                STORAGE_TYPE=gcs
         | 
| 151 | 
            +
                STORAGE_GCS_BUCKET_NAME="<YOUR_BUCKET_NAME>"
         | 
| 152 | 
            +
                STORAGE_GCS_PROJECT_ID="<YOUR_PROJECT_ID>"
         | 
| 153 | 
            +
                STORAGE_GCS_FOLDER=""
         | 
| 154 | 
            +
                GOOGLE_APPLICATION_CREDENTIALS="/opt/heartex/secrets/key.json"
         | 
| 155 | 
            +
             | 
| 156 | 
            +
            Azure Blob Storage
         | 
| 157 | 
            +
            ==================
         | 
| 158 | 
            +
             | 
| 159 | 
            +
                STORAGE_TYPE=azure
         | 
| 160 | 
            +
                STORAGE_AZURE_ACCOUNT_NAME="<YOUR_STORAGE_ACCOUNT>"
         | 
| 161 | 
            +
                STORAGE_AZURE_ACCOUNT_KEY="<YOUR_STORAGE_KEY>"
         | 
| 162 | 
            +
                STORAGE_AZURE_CONTAINER_NAME="<YOUR_CONTAINER_NAME>"
         | 
| 163 | 
            +
                STORAGE_AZURE_FOLDER=""
         | 
| 164 | 
            +
             | 
| 165 | 
            +
             | 
| 166 | 
            +
            ## Questions? Concerns? Want to get involved?
         | 
| 167 | 
            +
             | 
| 168 | 
            +
            Email the community team at [community@labelstud.io](mailto:community@labelstud.io)
         | 
